Stock Price Prediction for the 5 Biggest Brazilian Commodity-Base Companies

1. Overview

1.1. Motivation

The stock price market might seems chaotic at a first glance. There is a lot of information that must be taken into account in order to decide whether to buy or not a stock. Some say that the Fundamental Analysis[1] is the right way to decide whether or not to buy a stock, and some say that the Technical Analysis[2].

Based on this lack of convergence about which method should be used, and once that we can find a giant amount of data, a data science project could be a nice fit to predict the behaviour of the prices in the next day. Therefore we could use these predictions to guide the decisions.

Nowadays, besides corona crises, the markets of the USA are on their historic maximum. This fact means that there is not so much place to find a share of business with good profits possibilities. Therefore, when we would like to have a bigger profit, we must take more risk and investments that fit this profile are those in emergent markets, like Brazil, India, China, etc. I’m a chemical engineer from Brazil and to use data science to understand the market behaviour for the next weeks are a topic that interests me a lot and can bring my education, my experience living here and my data science skills together.

As we know, the commodity is an economic good that is often used as input the production of other goods or services. These goods have full or substantial fungibility, that is, they can be treated as equivalent (or nearly) regardless of who produced them. Some examples are coffee, gold ore, iron ore, oil, water, electric power, etc. Brazil is a land that has a commodity-based economy[3] and to be able to predict the share prices of business that work in some level with commodities, cold be an excellent opportunity for discovering bad and good calls.

Besides that, nowadays there are lots of discussions about a commodity rally in 2021[4][5][6][7]. That means, understanding the future of these goods and being able the share price of the companies or even the commodity itself like gold or silver, are key points to have success investing in Brazil.

So let’s dive in the Brazilian Stock Prices of commodity-based companies, explore them and predict its prices!

1.2. Problem Statement

As mention above, our interest lay on the future share price of commodity-based companies. It gets even more dramatic with 2021 bringing the potential for a commodity rally. To predict those stock prices are a big prize. Based on this, we can define that our problem is to analyse the 5 biggest commodity-based companies in Brazil in order to understand their behaviour and relationships as well to get a deeper understanding about what we are going to predict. Then, an algorithm as well its pipeline will be designed and implemented in order to predict the prices for the future.

1.3. Data and Inputs

The data will be gathered using the Yahoo! Finance API. A great tutorial (unfortunately only in Portuguese) can be found in this medium post. The library yahooquery gives us all tools to colect the data as we want.

We will gather data of the 5 biggest commodity-based companies in Brazil, that are:

  • Petrobras (PETR4): largest Brazilian company, Petrobras produces oil;

  • Vale (VALE3): the company is among the largest companies in Brazil, and is the largest producer of iron ore in the world;

  • CSN (CSNA3): it is the largest steel industry in Brazil and Latin America, and one of the largest in the world;

  • JBS (JBSS3): the company is one of the largest producers of animal protein in the world;

  • Suzano (SUZB3): the company is considered the largest producer of eucalyptus pulp of the world;

The data will be divided into 7 features for each day: lowest, highest, open, closed and adjusted close price, as well as volume and ticker.

1.4. General Outline

   a. Gathering the Data;
   b. Cleaning and Exploration;
          b.1. Checking missing values and a first look at the data;
          b.2. Checking the variation of the data over time with a line graph;
          b.3. Using the Moving Average to get another view of price variation;
          b.4. Visualization of Volumes over time;
          b.5. Daily Return;
          b.6. Risk Analysis;
          b.7. Correlations;
   c. Data Preparation;
          c.1. Train-Test Split;
          c.2. Upload the data to S3;
   d. Model Building;
          d.1. RandomForest Regressor;
          d.2. AWS DeepAR;
          d.3. LSTM Model with Tensor Flow
   e. Results;
   f. Conclusion and Next Steps;      
In [2]:
!pip install yahooquery
Collecting yahooquery
  Downloading yahooquery-2.2.15-py2.py3-none-any.whl (46 kB)
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WARNING: You are using pip version 20.3.3; however, version 21.0.1 is available.
You should consider upgrading via the '/home/ec2-user/anaconda3/envs/amazonei_tensorflow2_p36/bin/python -m pip install --upgrade pip' command.
In [3]:
# loading packages and utilities
import numpy as np
import pandas as pd
import tensorflow as tf
import datetime
import matplotlib.pyplot as plt
import plotly.graph_objects as go
import plotly.express as px
import os
import json

from plotly.subplots import make_subplots
from tensorflow import keras
from yahooquery import Ticker
from sklearn.preprocessing import MinMaxScaler
from sklearn.metrics import mean_squared_error, mean_absolute_error

%matplotlib inline
In [4]:
def gather_stocks(company_name_list, start = '2007-01-01', end = datetime.date.today()):
    """get the name of the companies, as well as the start and end date, check if they are with the
    ".SA" ending and create a dataframe.
    """
    def name_check(name):
        if name[-2:] != "SA":
            name = name + ".SA"
        return name
    company_name_list = list(map(name_check, company_name_list))

    df = pd.DataFrame(Ticker(company_name_list).history(start = start, end = end)).reset_index()
    return df

a. Loading the data through Yahoo API

In order to have something to compare, let's gather also data of two ETFs indexes. By having these two indexes we can say if our portfolio is performing better than a basic index. In other words, we will have a winning condition! The indexes are:

  • IBVV11 that replicates IBOVESPA, the benchmark of the 70 biggest Brazilian companies;

  • SPXI11 that replicates S&P500.

Both are managed by Itau Bank, the biggest bank of south America and can be gathered using the Yahooquery API!

In [5]:
# listing the companies and gathering the data
stock_list = ["PETR4.SA", "VALE3.SA", "CSNA3.SA", "JBSS3.SA", "SUZB3.SA", "BOVV11.SA", "SPXI11.SA"]
start_date = '2007-01-01' #one year before the comodities rally in Brasil
end_date = datetime.date.today() #today
df = gather_stocks(stock_list, start = start_date, end = end_date)
In [6]:
df.head()
Out[6]:
symbol date open low high volume close adjclose dividends splits
0 PETR4.SA 2007-01-02 25.00 24.879999 25.225000 10244800.0 25.160 18.318081 0.225 0.0
1 PETR4.SA 2007-01-03 25.08 24.004999 25.200001 19898600.0 24.395 17.761106 0.000 0.0
2 PETR4.SA 2007-01-04 24.25 23.700001 24.375000 21060200.0 23.850 17.364315 0.000 0.0
3 PETR4.SA 2007-01-05 23.60 22.549999 23.995001 24864000.0 23.125 16.836473 0.000 0.0
4 PETR4.SA 2007-01-08 23.25 22.900000 23.570000 19440200.0 23.395 17.033047 0.000 0.0

b. Cleaning and EDA

Now that we gathered some data, let's start the exploration.

b.1. Checking missing values and a first look at the data

In [7]:
# checkig for missing values
df.isnull().sum()
Out[7]:
symbol       0
date         0
open         0
low          0
high         0
volume       0
close        0
adjclose     0
dividends    0
splits       0
dtype: int64
In [8]:
# checking the infos of the dataset
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 19934 entries, 0 to 19933
Data columns (total 10 columns):
 #   Column     Non-Null Count  Dtype  
---  ------     --------------  -----  
 0   symbol     19934 non-null  object 
 1   date       19934 non-null  object 
 2   open       19934 non-null  float64
 3   low        19934 non-null  float64
 4   high       19934 non-null  float64
 5   volume     19934 non-null  float64
 6   close      19934 non-null  float64
 7   adjclose   19934 non-null  float64
 8   dividends  19934 non-null  float64
 9   splits     19934 non-null  float64
dtypes: float64(8), object(2)
memory usage: 1.5+ MB
In [9]:
df.date.unique().shape
Out[9]:
(3503,)
In [10]:
df.symbol.unique()
Out[10]:
array(['PETR4.SA', 'VALE3.SA', 'CSNA3.SA', 'JBSS3.SA', 'SUZB3.SA',
       'BOVV11.SA', 'SPXI11.SA'], dtype=object)

There are 3496 instances for each company. As we will work with 5 companies and 2 indexes, there are in total 24479 instances for each of the 7 columns and no missing values.

In [11]:
# Checking the earliest instance for each Stock
for stock in stock_list:
    print(df[df.symbol == stock].date.min(), stock)
2007-01-02 PETR4.SA
2007-01-02 VALE3.SA
2007-01-02 CSNA3.SA
2007-03-29 JBSS3.SA
2007-05-10 SUZB3.SA
2016-07-29 BOVV11.SA
2015-01-30 SPXI11.SA

We can notice that all the 5 stocks that we are interested in, are from 2005 and the latest one is SUZB3 from 2007-05-10. So we have data to start, so our model will start on the same page.

Another important point is that BOVV11 starts on 2016-07-29 and 2015-01-30. Though the registration starts years later it is not a problem at all, once we will use these two indexes just for comparing with our portfolio of commodity-base companies.

Now let's check some statistcs for the stocks.

In [12]:
for stock in stock_list:
    print(df[df.symbol == stock].describe(), stock, "\n\n\n")
              open          low         high        volume        close  \
count  3503.000000  3503.000000  3503.000000  3.503000e+03  3503.000000   
mean     22.225800    21.867931    22.553020  4.006702e+07    22.196823   
std       8.433855     8.321771     8.524212  3.226525e+07     8.423786   
min       4.200000     4.120000     4.270000  0.000000e+00     4.200000   
25%      16.155000    15.900000    16.410000  2.044540e+07    16.129999   
50%      21.780001    21.420000    22.070000  3.140540e+07    21.680000   
75%      27.299999    26.935000    27.605000  5.199720e+07    27.285001   
max      52.580002    51.950001    53.680000  6.989506e+08    52.509998   

          adjclose    dividends       splits  
count  3503.000000  3503.000000  3503.000000  
mean     18.956508     0.002201     0.000571  
std       6.400043     0.028287     0.033792  
min       3.896351     0.000000     0.000000  
25%      14.690168     0.000000     0.000000  
50%      18.432398     0.000000     0.000000  
75%      23.465368     0.000000     0.000000  
max      39.535816     0.967200     2.000000   PETR4.SA 



              open          low         high        volume        close  \
count  3503.000000  3503.000000  3503.000000  3.503000e+03  3503.000000   
mean     40.558304    39.931905    41.137541  9.190835e+06    40.528264   
std      14.624089    14.450410    14.739988  1.117714e+07    14.607933   
min       8.750000     8.600000     9.060000  0.000000e+00     8.600000   
25%      30.967500    30.510000    31.425000  3.120200e+06    31.005000   
50%      41.000000    40.290001    41.570000  4.918100e+06    40.930000   
75%      50.509998    49.900002    51.099998  1.159420e+07    50.424999   
max     103.010002    99.699997   103.349998  1.835345e+08   102.320000   

          adjclose    dividends       splits  
count  3503.000000  3503.000000  3503.000000  
mean     31.596306     0.005246     0.000571  
std      13.744593     0.074897     0.033792  
min       7.356939     0.000000     0.000000  
25%      23.487716     0.000000     0.000000  
50%      28.694193     0.000000     0.000000  
75%      37.801821     0.000000     0.000000  
max     102.320000     2.407510     2.000000   VALE3.SA 



              open          low         high        volume        close  \
count  3503.000000  3503.000000  3503.000000  3.503000e+03  3503.000000   
mean     15.216021    14.919269    15.501801  7.184844e+06    15.198178   
std       8.488781     8.377013     8.586957  5.053668e+06     8.484715   
min       2.800000     2.740000     2.940000  0.000000e+00     2.740000   
25%       8.990000     8.770000     9.180000  4.079050e+06     8.955000   
50%      12.400000    12.100000    12.690000  5.906800e+06    12.390000   
75%      19.580000    19.210000    19.900001  8.940850e+06    19.519167   
max      42.009998    41.825001    43.150002  7.478640e+07    42.185001   

          adjclose    dividends       splits  
count  3503.000000  3503.000000  3503.000000  
mean     10.600504     0.002430     0.001427  
std       5.333533     0.038391     0.060911  
min       2.273753     0.000000     0.000000  
25%       6.954032     0.000000     0.000000  
50%       8.978834     0.000000     0.000000  
75%      13.860640     0.000000     0.000000  
max      38.759998     1.028830     3.000000   CSNA3.SA 



              open          low         high        volume        close  \
count  3444.000000  3444.000000  3444.000000  3.444000e+03  3444.000000   
mean     10.626689    10.395060    10.843461  7.209047e+06    10.617380   
std       6.040825     5.916996     6.146028  7.050753e+06     6.024104   
min       2.710000     2.560000     2.930000  0.000000e+00     2.800000   
25%       6.858044     6.725561     6.997500  3.010650e+06     6.861771   
50%       8.500000     8.305000     8.650000  5.168650e+06     8.500000   
75%      11.662500    11.400000    11.940000  8.909100e+06    11.662500   
max      33.349998    32.709999    34.250000  8.124280e+07    33.200001   

          adjclose    dividends  splits  
count  3444.000000  3444.000000  3444.0  
mean     10.018938     0.000402     0.0  
std       6.085572     0.012025     0.0  
min       2.501025     0.000000     0.0  
25%       6.182464     0.000000     0.0  
50%       7.732455     0.000000     0.0  
75%      11.096821     0.000000     0.0  
max      32.449677     0.540595     0.0   JBSS3.SA 



              open          low         high        volume        close  \
count  3345.000000  3345.000000  3345.000000  3.345000e+03  3345.000000   
mean     23.576880    23.380163    23.773816  1.616272e+06    23.576994   
std      10.729587    10.387798    11.076459  3.510205e+06    10.731236   
min      16.000000    16.000000    16.000000  0.000000e+00    16.000000   
25%      16.007999    16.007999    16.007999  0.000000e+00    16.007999   
50%      20.010000    20.010000    20.010000  0.000000e+00    20.010000   
75%      20.010000    20.010000    20.010000  0.000000e+00    20.010000   
max      76.800003    74.940002    78.849998  4.449950e+07    76.879997   

          adjclose    dividends       splits  
count  3345.000000  3345.000000  3345.000000  
mean     22.399299     0.000974     0.000299  
std      11.194288     0.017325     0.017290  
min      13.760171     0.000000     0.000000  
25%      14.714258     0.000000     0.000000  
50%      18.720858     0.000000     0.000000  
75%      19.289434     0.000000     0.000000  
max      76.879997     0.470432     1.000000   SUZB3.SA 



              open          low         high        volume        close  \
count  1133.000000  1133.000000  1133.000000  1.133000e+03  1133.000000   
mean     85.975153    85.272355    86.522858  8.187852e+05    85.902320   
std      17.887395    17.596592    18.137194  1.254870e+06    17.878849   
min      56.162392    56.162392    56.162392  0.000000e+00    56.162392   
25%      71.290001    70.760002    71.930000  5.950000e+04    71.089996   
50%      85.199997    84.500000    85.730003  2.910200e+05    85.209999   
75%     100.809998    99.599998   101.500000  1.123722e+06   100.540001   
max     124.910004   123.779999   125.959999  1.134384e+07   125.709999   

          adjclose  dividends  splits  
count  1133.000000     1133.0  1133.0  
mean     85.902320        0.0     0.0  
std      17.878849        0.0     0.0  
min      56.162392        0.0     0.0  
25%      71.089996        0.0     0.0  
50%      85.209999        0.0     0.0  
75%     100.540001        0.0     0.0  
max     125.709999        0.0     0.0   BOVV11.SA 



              open          low         high         volume        close  \
count  1503.000000  1503.000000  1503.000000    1503.000000  1503.000000   
mean    107.027563   106.305960   107.646505   18316.895542   106.977450   
std      41.522294    40.968440    42.086472   45559.352754    41.585852   
min      53.640079    53.640079    53.640079       0.000000    53.640079   
25%      75.774998    75.535000    75.930000    1415.000000    75.815002   
50%      91.699997    91.230003    91.730003    5040.000000    91.300003   
75%     124.385002   123.430000   124.680000   16215.000000   123.954998   
max     225.496277   225.496277   228.149994  901850.000000   225.789993   

          adjclose  dividends  splits  
count  1503.000000     1503.0  1503.0  
mean    106.977450        0.0     0.0  
std      41.585852        0.0     0.0  
min      53.640079        0.0     0.0  
25%      75.815002        0.0     0.0  
50%      91.300003        0.0     0.0  
75%     123.954998        0.0     0.0  
max     225.789993        0.0     0.0   SPXI11.SA 



Here there are a couple of things that must be noticed. They are:

  • Std of the volume is pretty high, meaning that there is pretty much variance. It is valid for all stocks;

  • Min and Max price of AdjClose are also big. It means that their values increased tremendously;

  • Looking at the split column, we can see that only SUZB3 was split along with the timespan we are working with;

  • VALE3 paid the highest dividend in order of 2.407510;

  • With a mean of 0.002434 we can say CSNA3 pays more dividends on average that the other 4 companies.

Now let's plot some line graphs to observe the variation of the prices over time!

b.2. Checking the variation of the data over time with a line graph

In [13]:
fig = px.line(df, x = "date", y = "adjclose",
              color = 'symbol',
              title = "Stock Prices over Time",
              width = 1000, height = 600)
fig.show()

This comparison in terms of absolute price is the first step, but it will be easier to compare when we work with scaled values.

For the Forecasting step, we need to scale each stock separately. But for purpose of variance comparison, we can scale all data together.

In [14]:
df.adjclose.values
Out[14]:
array([ 18.3180809 ,  17.76110649,  17.36431503, ..., 223.23483276,
       225.41848755, 225.78999329])
In [15]:
scaler = MinMaxScaler()
df_adjclose_scaled = df.copy()
df_adjclose_scaled.adjclose = scaler.fit_transform(df.adjclose.values.reshape(-1, 1))
In [16]:
fig = px.line(df_adjclose_scaled, x = "date", 
              y = "adjclose", color = 'symbol', 
              title = "Scaled Stock Prices over Time",
              width = 1000, height = 600)
fig.show()

Looking at both graphs we can infer the following:

  • Among the 5 stocks, VALE3 reached the highest price both in 2008 and also now in 2020/2021;

  • A big difference is SUZB3. From 2008 until 2018 the company shows a constant price. It means we can't compare the data before 2018 and it may indicate a failure of registration or even that the company wasn't in the stock market until then;

  • After 2018 SUZB3 shows a strong increase in its value, something from around 19.81 to 74.04, increasing 373.75% in 3 years;

  • For the other 3 Stocks, we can see that they walk around but did not increase their value at all along all these years;

  • Another point to see is these 3 Stocks have today similar prices like 2008 when there was a commodity rally. Though 2020 was atypical because of the corona, we can notice a strong increase in their prices. When we compare 2008 and 2020/2021 we can see similar behaviours;

  • Both indexes increase their values over time but we can clearly notice that S&P500 recovered the prices pre corona and skyrocket to a record level and BOVESPA is still walking around very slowly. It means, we might be seeing an opportunity in the Brazilian market.

b.3. Using the Moving Average to get another view of price variation

In order to visualize a less noisy behaviour and variations let's use now moving average. To do so, we need first generate the moving avg for each stock data and then plot it.

In [17]:
fig = make_subplots(rows = 7, cols = 1,
                    subplot_titles = [f"Comparing {i} with its on moving avg of 10 days." for i in stock_list])

for i in range(1,8):
    
    fig.add_trace(
        go.Scatter(x = df[df.symbol == stock_list[i - 1]].date, 
                   y = df[df.symbol == stock_list[i - 1]].adjclose,
                    mode = 'lines',
                    name = stock_list[i - 1]),
                    row = i, col = 1)

    fig.add_trace(
        go.Scatter(x = df[df.symbol == stock_list[i - 1]].date, 
                   y = df[df.symbol == stock_list[i - 1]].adjclose.rolling(10).mean(),
                    mode = 'lines',
                    name = stock_list[i - 1] + " MM"),
                    row = i, col = 1)

fig.update_layout(width = 1000, height = 3000)
fig.show()

Now we can see the price variation for each stock with less noise. Indeed, without a zoom, it seems that nothing change at all, but plotly give us the possibility of zoom in and when we do it, we notice a much smoother line.
It is especially good when we are observing a peak between 2008 and 2020/2021.

If you have some knowledge of technical analysis, the MA will also be helpful to identify trends and behaviours. Unfortunately, I don't possess, by now, this set of skills, but luckily we can bypass this lack using the ML models.

b.4. Visualization of Volumes over time

We must understand the trading volume, the flow, as the market fuel. A large flow, a large volume of trading means that a certain directional movement - bullish, for example - is sustained.

In [18]:
fig = px.line(df, x = "date", y = "volume",
              color = 'symbol',
              title = "Stock Volumes over Time",
              width = 1000, height = 600)
fig.show()

Looking stock by stock, separately, we may conclude the following:

  • In descending order of volume we have PETR4, VALE3, CSNA3, JBSS3 and SUZB3;

  • As expected, the ETFs have the lowest volumes;

  • Though the price is increasing, the volumes are also increasing. It might mean that the investors believe that the companies still at interesting prices;

  • Independent of the share and the date that it started, there is an increase in volume. We can also notice that this behaviour got stronger and for 2020 and 2021 there is a visible growth of the volumes. It may show that there is really a bullish tendency.

b.5. Daily Return

Though investing for the long term is usually recommended, it can be fun to measure your daily gains — or not so much fun to measure your daily losses — especially after a particularly good or bad day for the market. So we can define a winning condition (some % of gain) or a stop loss (also in %).

In [19]:
# Creating the Daily Return feature
return_list = []
for stock in stock_list:
    return_list.extend(df[df.symbol == stock].adjclose.pct_change())

df['daily_return'] = np.array(return_list)
In [20]:
fig = px.line(df, x = "date", y = "daily_return",
              color = 'symbol',
              title = "Daily Return over Time",
              width = 1000, height = 600)
fig.show()

Here we can observe the following:

  • For PETR4 the most part of the fluctuation was within the range of +- 10%;

  • All the stocks present a strong negative variation in something in March or April. This is the effect of Covid-19;

  • After this time with huge fluctuation, the behaviour got normal (the range that they had before). It shows that though pandemic is a very noise time for investing, the prices didn't experience strong variation after the first days of the crisis;

  • This maintenance of behaviour brings confidence for the long term investor as well as for the day-trading because there is some visibility in the price variation.

b.6. Risk Analysis

Now we finally can to state which companies are riskier by using the mean and standard deviation of the daily variation.

In [21]:
daily_return_mean = []
daily_return_std = []
for stock in stock_list:
    daily_return_mean.append(df[df.symbol == stock].daily_return.mean())
    daily_return_std.append(df[df.symbol == stock].daily_return.std())
In [22]:
fig = go.Figure()
fig.add_trace(go.Scatter(x = daily_return_mean,
                  y = daily_return_std,
                  mode = "markers+text",
                  marker = dict(size = 10),
                  text = stock_list,
                  textposition='top center'))


fig.update_layout(width = 1000, height=500,
                  title_text='Risk and Expected return for each company')
fig.update_xaxes(title_text = "Expected Return")
fig.update_yaxes(title_text = "Risk")

fig.show()

Using this graph, we can select and establish some order in which companies bring more return with less risk within. That means we want companies that lay far in the x-axes and have lower values for y-axes. So as we notice, this visualization is very helpful for making decisions. Through the graph we can state the following:

  • The two index ETFs have low-risk associate and SPXI11 has the most desired profile: lowest risk and the second-highest expected return;

  • PETR4 doesn't seem a good choice at all. High Risk and lowest expected return isn't a good fit for the portfolio;

  • VALE3 was the highest-priced stock in the 2008 rally, it is also the highest 2021, we find it with an interesting position with intermediate values both for expected return and for risk;

  • SUZB3 the second-highest priced stock has both the low expected return and low risk. So it could be a safe paper to have in the portfolio;

  • CSNA3 has also both, the highest expected return and the highest risk. It is still interesting to have in the portfolio, once we want to balance SUZB3.

  • Of these 5 companies we should consider, in a real live portfolio, if we want to keep PETR4 and JBSS3. But as we want to create a portfolio for a possible commodity rally, JBSS3 can be easily considered. The only PETR4 due to its low expected return and high risk haven't an interesting profile for the future.

b.7. Correlactions

As all the companies are commodity-based, it might be very interesting to investigate how they are correlated. Let's plot it.

In [23]:
df.head()
Out[23]:
symbol date open low high volume close adjclose dividends splits daily_return
0 PETR4.SA 2007-01-02 25.00 24.879999 25.225000 10244800.0 25.160 18.318081 0.225 0.0 NaN
1 PETR4.SA 2007-01-03 25.08 24.004999 25.200001 19898600.0 24.395 17.761106 0.000 0.0 -0.030406
2 PETR4.SA 2007-01-04 24.25 23.700001 24.375000 21060200.0 23.850 17.364315 0.000 0.0 -0.022340
3 PETR4.SA 2007-01-05 23.60 22.549999 23.995001 24864000.0 23.125 16.836473 0.000 0.0 -0.030398
4 PETR4.SA 2007-01-08 23.25 22.900000 23.570000 19440200.0 23.395 17.033047 0.000 0.0 0.011675
In [24]:
# Creating a dataframe only with the close prices and companiys
df.index = df.date
df_corr = pd.DataFrame(index = df[df.symbol == "PETR4.SA"].date)


for stock in stock_list:
    df_corr = pd.merge(df_corr, df[df.symbol == stock].adjclose, on = "date", how = "left")

df.reset_index(drop = True, inplace = True)
df_corr.columns = stock_list
df_corr 
Out[24]:
PETR4.SA VALE3.SA CSNA3.SA JBSS3.SA SUZB3.SA BOVV11.SA SPXI11.SA
date
2007-01-02 18.318081 20.498367 6.011413 NaN NaN NaN NaN
2007-01-03 17.761106 19.495386 5.818880 NaN NaN NaN NaN
2007-01-04 17.364315 19.181955 5.684747 NaN NaN NaN NaN
2007-01-05 16.836473 18.367035 5.520500 NaN NaN NaN NaN
2007-01-08 17.033047 19.056581 5.619049 NaN NaN NaN NaN
... ... ... ... ... ... ... ...
2021-02-22 21.670000 95.349998 35.779999 25.540001 76.879997 113.187019 223.377655
2021-02-23 24.059999 96.949997 35.619999 25.620001 76.610001 115.762329 223.234833
2021-02-24 24.400000 97.930000 37.150002 26.270000 75.760002 116.204247 225.418488
2021-02-25 23.190001 95.709999 34.750000 25.879999 74.110001 NaN NaN
2021-02-26 22.240000 94.519997 32.869999 25.820000 73.169998 110.239998 225.789993

3503 rows × 7 columns

In [25]:
fig = go.Figure(
    go.Heatmap(x = stock_list, y = stock_list, 
               z = df_corr.corr().values,
               colorscale = 'blues')
    )
fig.update_layout(title = "Companies Ajusted Close Price Correlation",
                  width = 1000, height = 600)
fig.show()

Now let's extract some meaning of this correlations.

  • PETR4 and BOVV11 are highly correlated. It is expected because Petrobras is one of the biggest Brazilian companies, so it has a heavyweight on BOVV11;

  • VALE3 and SPXI11 are also pretty correlated (0.88). It is very interesting to see how the Brazilian and American market are connected through iron ore performance;

  • CSNA3 also has an interesting correlation with SPXI11 (0.78). As it is a steel producer, I expected to see a stronger correlation with VALE3, but the value was just about 0.65. It seems that it is more correlated with oil by PETR4 (0.76) than with steel;

  • JBSS3 has its highest correlation with IBOVV11. It shows how Agribusiness play a strong role in the Brazilian economy;

  • SUZB3 is also very correlated with SPXI11. It shows also how this kind of business is dependent on dollar.

Here we finish the exploration part and let's move forward to modelling part!

c. Data Preparation

A point that must come to light is: this project aims to improve skills on SageMaker and not to build a prediction for each stock. Hence the use of the algorithms is the same regardless of the stock, I would need to train 5 to 7 models spending SageMaker Resources at a cost of repetitions that don't improve any skill on AWS.
Therefore, once that we investigated the stocks and saw that VALE3 brings an interesting combination of expected return and risk, for the rest of this project, I will work only with this company.

c.1. Train-Test Split

In the rest of this project, we will a bigger amount of data to train (training set) our model and the last 28 days to test it (test set).

As the main goal is to be able to predict the stock price behaviour for the next 28 days (4 weeks), the point is to decide how far in the past should we look. For a first try, let's work with a start data as 02 January of 2018.
We will have a little bit more than 3 years of data and will try to predict almost 30 days. This should be enough and it will not imply higher training times, meaning lower costs.

For the convenience of the latter steps, let's scale the adjclose for VALE3 now. So latter we can have better efficiency in the models as well as compare the prices in a relative way, which makes the performance easier to visualize!

In [26]:
scaler = MinMaxScaler()
index = df[df.symbol == "VALE3.SA"].index
df.loc[index, "adjclose"] = scaler.fit_transform(df.loc[index].adjclose.values.reshape(-1, 1))
df.loc[index]
Out[26]:
symbol date open low high volume close adjclose dividends splits daily_return
3503 VALE3.SA 2007-01-02 31.850000 31.850000 32.700001 739800.0 32.700001 0.138385 0.0 0.0 NaN
3504 VALE3.SA 2007-01-03 32.255001 30.795000 32.400002 4913000.0 31.100000 0.127823 0.0 0.0 -0.048930
3505 VALE3.SA 2007-01-04 31.000000 30.150000 31.250000 2638600.0 30.600000 0.124522 0.0 0.0 -0.016077
3506 VALE3.SA 2007-01-05 30.540001 29.100000 30.594999 3246000.0 29.299999 0.115941 0.0 0.0 -0.042484
3507 VALE3.SA 2007-01-08 29.500000 29.500000 30.400000 2050600.0 30.400000 0.123202 0.0 0.0 0.037543
... ... ... ... ... ... ... ... ... ... ... ...
7001 VALE3.SA 2021-02-22 96.500000 94.040001 98.519997 50160600.0 95.349998 0.926603 0.0 0.0 -0.024752
7002 VALE3.SA 2021-02-23 96.589996 93.320000 97.349998 35756200.0 96.949997 0.943452 0.0 0.0 0.016780
7003 VALE3.SA 2021-02-24 97.129997 95.860001 98.209999 21856100.0 97.930000 0.953772 0.0 0.0 0.010108
7004 VALE3.SA 2021-02-25 98.699997 95.019997 98.949997 24471000.0 95.709999 0.930394 0.0 0.0 -0.022669
7005 VALE3.SA 2021-02-26 96.550003 94.019997 97.699997 42856000.0 94.519997 0.917863 0.0 0.0 -0.012433

3503 rows × 11 columns

In [27]:
df.shape
Out[27]:
(19934, 11)
In [28]:
# Spliting the data into train and test
def split_data(df, company_list, prediction_leght, startdate = '2018-01-02'):
    """
        Receive a dataframe with one company or more, as well as a company list and split the data into train and test 
        by the date given as input for each company.
        
        Inputs:
        - df: a dataframe containing at least timestamps and the target columns
        - company_list: a list of company present in the df. They will be splited and formated
        - prediction length: the number of timestamps that should be separeted as test data
        - start_date: is the start of our dataset. Default is the startdate for BOVV11
        
        Returns:
        2 dictionaries containing the train and test datasets for each company. The datasets contain just
        the date column as well as the adjclose (target) column.
    """
    startdate = datetime.datetime.strptime(startdate, '%Y-%m-%d').date()
    
    train = {}
    test = {} 

    for company in company_list:
        train[company] = df[(df.symbol == company) & (df.date > startdate)][:-prediction_length][["date", "adjclose"]]
        test[company] = df[(df.symbol == company) & (df.date > startdate)][-prediction_leght:][["date", "adjclose"]]

    return train, test
In [47]:
# Defining the timespan to make it efficient and easier for the future
timespan = 28

# Spliting the data
train, test = split_data(df, stock_list, prediction_length)
In [48]:
train
Out[48]:
{'PETR4.SA':             date   adjclose
 2729  2018-01-03  15.492632
 2730  2018-01-04  15.520462
 2731  2018-01-05  15.613233
 2732  2018-01-08  15.798772
 2733  2018-01-09  15.798772
 ...          ...        ...
 3470  2021-01-07  31.000000
 3471  2021-01-08  31.120001
 3472  2021-01-11  30.860001
 3473  2021-01-12  30.629999
 3474  2021-01-13  29.150000
 
 [746 rows x 2 columns],
 'VALE3.SA':             date  adjclose
 6232  2018-01-03  0.314983
 6233  2018-01-04  0.316591
 6234  2018-01-05  0.322743
 6235  2018-01-08  0.331638
 6236  2018-01-09  0.330124
 ...          ...       ...
 6973  2021-01-07  1.000000
 6974  2021-01-08  0.996630
 6975  2021-01-11  0.996420
 6976  2021-01-12  0.967040
 6977  2021-01-13  0.935765
 
 [746 rows x 2 columns],
 'CSNA3.SA':              date   adjclose
 9735   2018-01-03   7.468530
 9736   2018-01-04   7.700885
 9737   2018-01-05   7.875151
 9738   2018-01-08   8.256875
 9739   2018-01-09   8.480933
 ...           ...        ...
 10476  2021-01-07  38.529999
 10477  2021-01-08  38.759998
 10478  2021-01-11  37.910000
 10479  2021-01-12  38.080002
 10480  2021-01-13  36.250000
 
 [746 rows x 2 columns],
 'JBSS3.SA':              date   adjclose
 13179  2018-01-03   9.603997
 13180  2018-01-04   9.623439
 13181  2018-01-05   9.701203
 13182  2018-01-08   9.720645
 13183  2018-01-09   9.390143
 ...           ...        ...
 13920  2021-01-07  23.830000
 13921  2021-01-08  24.400000
 13922  2021-01-11  24.250000
 13923  2021-01-12  24.629999
 13924  2021-01-13  24.860001
 
 [746 rows x 2 columns],
 'SUZB3.SA':              date   adjclose
 16524  2018-01-03  18.161526
 16525  2018-01-04  18.210217
 16526  2018-01-05  18.161526
 16527  2018-01-08  18.599739
 16528  2018-01-09  18.794498
 ...           ...        ...
 17265  2021-01-07  62.490002
 17266  2021-01-08  62.779999
 17267  2021-01-11  61.310001
 17268  2021-01-12  61.230000
 17269  2021-01-13  60.000000
 
 [746 rows x 2 columns],
 'BOVV11.SA':              date    adjclose
 17658  2018-01-03   78.199997
 17659  2018-01-04   78.779999
 17660  2018-01-05   79.199997
 17661  2018-01-08   79.589996
 17662  2018-01-09   79.080002
 ...           ...         ...
 18398  2021-01-06  119.830002
 18399  2021-01-07  123.400002
 18400  2021-01-08  125.709999
 18401  2021-01-11  123.690002
 18402  2021-01-12  124.750000
 
 [745 rows x 2 columns],
 'SPXI11.SA':              date    adjclose
 19161  2018-01-03   90.389999
 19162  2018-01-04   90.550003
 19163  2018-01-05   90.940002
 19164  2018-01-08   91.570000
 19165  2018-01-09   92.239998
 ...           ...         ...
 19901  2021-01-06  210.279999
 19902  2021-01-07  217.320007
 19903  2021-01-08  219.419998
 19904  2021-01-11  221.380005
 19905  2021-01-12  213.940002
 
 [745 rows x 2 columns]}
In [49]:
test
Out[49]:
{'PETR4.SA':             date   adjclose
 3475  2021-01-14  29.450001
 3476  2021-01-15  28.120001
 3477  2021-01-18  28.070000
 3478  2021-01-19  28.690001
 3479  2021-01-20  28.209999
 3480  2021-01-21  27.549999
 3481  2021-01-22  27.090000
 3482  2021-01-26  27.000000
 3483  2021-01-27  27.400000
 3484  2021-01-28  27.760000
 3485  2021-01-29  26.690001
 3486  2021-02-01  27.530001
 3487  2021-02-02  28.660000
 3488  2021-02-03  28.940001
 3489  2021-02-04  28.820000
 3490  2021-02-05  28.840000
 3491  2021-02-08  28.110001
 3492  2021-02-09  27.540001
 3493  2021-02-10  27.799999
 3494  2021-02-11  28.080000
 3495  2021-02-12  28.440001
 3496  2021-02-18  29.270000
 3497  2021-02-19  27.330000
 3498  2021-02-22  21.670000
 3499  2021-02-23  24.059999
 3500  2021-02-24  24.400000
 3501  2021-02-25  23.190001
 3502  2021-02-26  22.240000,
 'VALE3.SA':             date  adjclose
 6978  2021-01-14  0.952403
 6979  2021-01-15  0.907648
 6980  2021-01-18  0.915651
 6981  2021-01-19  0.913019
 6982  2021-01-20  0.894696
 6983  2021-01-21  0.905648
 6984  2021-01-22  0.903647
 6985  2021-01-26  0.888694
 6986  2021-01-27  0.861841
 6987  2021-01-28  0.881849
 6988  2021-01-29  0.848678
 6989  2021-02-01  0.883639
 6990  2021-02-02  0.845624
 6991  2021-02-03  0.874793
 6992  2021-02-04  0.862789
 6993  2021-02-05  0.898592
 6994  2021-02-08  0.912492
 6995  2021-02-09  0.915020
 6996  2021-02-10  0.919758
 6997  2021-02-11  0.902910
 6998  2021-02-12  0.911229
 6999  2021-02-18  0.948190
 7000  2021-02-19  0.952087
 7001  2021-02-22  0.926603
 7002  2021-02-23  0.943452
 7003  2021-02-24  0.953772
 7004  2021-02-25  0.930394
 7005  2021-02-26  0.917863,
 'CSNA3.SA':              date   adjclose
 10481  2021-01-14  37.389999
 10482  2021-01-15  34.360001
 10483  2021-01-18  35.040001
 10484  2021-01-19  33.040001
 10485  2021-01-20  33.099998
 10486  2021-01-21  33.419998
 10487  2021-01-22  33.980000
 10488  2021-01-26  33.000000
 10489  2021-01-27  32.119999
 10490  2021-01-28  33.139999
 10491  2021-01-29  30.400000
 10492  2021-02-01  31.690001
 10493  2021-02-02  30.600000
 10494  2021-02-03  31.180000
 10495  2021-02-04  31.100000
 10496  2021-02-05  33.389999
 10497  2021-02-08  34.610001
 10498  2021-02-09  35.450001
 10499  2021-02-10  34.389999
 10500  2021-02-11  33.020000
 10501  2021-02-12  32.830002
 10502  2021-02-18  34.160000
 10503  2021-02-19  35.259998
 10504  2021-02-22  35.779999
 10505  2021-02-23  35.619999
 10506  2021-02-24  37.150002
 10507  2021-02-25  34.750000
 10508  2021-02-26  32.869999,
 'JBSS3.SA':              date   adjclose
 13925  2021-01-14  24.559999
 13926  2021-01-15  24.420000
 13927  2021-01-18  24.250000
 13928  2021-01-19  24.469999
 13929  2021-01-20  24.750000
 13930  2021-01-21  24.469999
 13931  2021-01-22  24.510000
 13932  2021-01-26  24.139999
 13933  2021-01-27  23.850000
 13934  2021-01-28  24.299999
 13935  2021-01-29  24.180000
 13936  2021-02-01  24.230000
 13937  2021-02-02  24.520000
 13938  2021-02-03  24.830000
 13939  2021-02-04  25.100000
 13940  2021-02-05  25.150000
 13941  2021-02-08  25.600000
 13942  2021-02-09  25.660000
 13943  2021-02-10  25.450001
 13944  2021-02-11  26.480000
 13945  2021-02-12  26.830000
 13946  2021-02-18  27.070000
 13947  2021-02-19  26.520000
 13948  2021-02-22  25.540001
 13949  2021-02-23  25.620001
 13950  2021-02-24  26.270000
 13951  2021-02-25  25.879999
 13952  2021-02-26  25.820000,
 'SUZB3.SA':              date   adjclose
 17270  2021-01-14  59.660000
 17271  2021-01-15  61.150002
 17272  2021-01-18  63.290001
 17273  2021-01-19  65.209999
 17274  2021-01-20  65.900002
 17275  2021-01-21  65.430000
 17276  2021-01-22  64.360001
 17277  2021-01-26  66.199997
 17278  2021-01-27  62.250000
 17279  2021-01-28  62.930000
 17280  2021-01-29  62.049999
 17281  2021-02-01  64.230003
 17282  2021-02-02  63.080002
 17283  2021-02-03  63.849998
 17284  2021-02-04  64.660004
 17285  2021-02-05  66.500000
 17286  2021-02-08  65.970001
 17287  2021-02-09  66.699997
 17288  2021-02-10  68.199997
 17289  2021-02-11  70.660004
 17290  2021-02-12  70.720001
 17291  2021-02-18  74.040001
 17292  2021-02-19  75.029999
 17293  2021-02-22  76.879997
 17294  2021-02-23  76.610001
 17295  2021-02-24  75.760002
 17296  2021-02-25  74.110001
 17297  2021-02-26  73.169998,
 'BOVV11.SA':              date    adjclose
 18403  2021-01-13  122.709999
 18404  2021-01-14  124.000000
 18405  2021-01-15  120.839996
 18406  2021-01-18  121.879997
 18407  2021-01-19  121.059998
 18408  2021-01-20  120.360001
 18409  2021-01-21  118.809998
 18410  2021-01-22  117.930000
 18411  2021-01-26  117.050003
 18412  2021-01-27  116.440002
 18413  2021-01-28  119.540001
 18414  2021-01-29  115.449997
 18415  2021-02-01  117.989998
 18416  2021-02-02  118.860001
 18417  2021-02-03  120.339996
 18418  2021-02-04  119.639999
 18419  2021-02-05  120.800003
 18420  2021-02-08  120.260002
 18421  2021-02-09  119.980003
 18422  2021-02-10  118.949997
 18423  2021-02-11  119.900002
 18424  2021-02-12  120.160004
 18425  2021-02-18  119.749474
 18426  2021-02-19  118.977364
 18427  2021-02-22  113.187019
 18428  2021-02-23  115.762329
 18429  2021-02-24  116.204247
 18430  2021-02-26  110.239998,
 'SPXI11.SA':              date    adjclose
 19906  2021-01-13  213.750000
 19907  2021-01-14  209.080002
 19908  2021-01-15  211.339996
 19909  2021-01-18  220.000000
 19910  2021-01-19  215.380005
 19911  2021-01-20  216.380005
 19912  2021-01-21  218.619995
 19913  2021-01-22  222.320007
 19914  2021-01-26  218.550003
 19915  2021-01-27  214.279999
 19916  2021-01-28  218.289993
 19917  2021-01-29  214.979996
 19918  2021-02-01  217.039993
 19919  2021-02-02  217.279999
 19920  2021-02-03  217.979996
 19921  2021-02-04  222.990005
 19922  2021-02-05  221.649994
 19923  2021-02-08  222.320007
 19924  2021-02-09  223.380005
 19925  2021-02-10  223.179993
 19926  2021-02-11  223.229996
 19927  2021-02-12  224.539993
 19928  2021-02-18  225.496277
 19929  2021-02-19  223.814362
 19930  2021-02-22  223.377655
 19931  2021-02-23  223.234833
 19932  2021-02-24  225.418488
 19933  2021-02-26  225.789993}

c.2. Upload to S3

In order to train model in sagemaker, we need first to upload the data to S3 on AWS.

In [32]:
# Saving the train and test data on data folder
for stock in stock_list:
    train[stock].to_csv("./data/train_{}.csv".format(stock[:4].lower()), index = False)
    test[stock].to_csv("./data/test_{}.csv".format(stock[:4].lower()), index = False)
In [33]:
# Importing general aws session configuration
import boto3
import sagemaker
from sagemaker import get_execution_role

session = sagemaker.Session()
role = get_execution_role()

bucket = session.default_bucket()

Since we will only work with VALE3 and following the principle in a cloud service we pay as we use, let's upload just the data from VALE to S3.
In this case, it won't be critical, but as it is a good practice, let's follow it!

In [37]:
# Creating specific configuration
prefix = "capstone-project"
data_dir = "./data"
paths = {}

# Addressing the data on the disc
train_key = os.path.join(data_dir, "train_{}.csv".format("vale"))
test_key = os.path.join(data_dir, "test_{}.csv".format("vale"))

# Path where the files will be saved
train_prefix = "{}/{}".format(prefix, "train_{}".format("vale"))
test_prefix = "{}/{}".format(prefix, "test_{}".format("vale"))

# Uploading to S3
paths["train"] = session.upload_data(train_key, bucket = bucket, key_prefix = train_prefix)
paths["test"] = session.upload_data(test_key, bucket = bucket, key_prefix = test_prefix)
In [38]:
paths["train"]
Out[38]:
's3://sagemaker-us-east-1-623009174020/capstone-project/train_vale/train_vale.csv'
In [39]:
paths["test"]
Out[39]:
's3://sagemaker-us-east-1-623009174020/capstone-project/test_vale/test_vale.csv'

d. Model Building

In this phase, we are going to build three models and compare them in the task of predicting stock prices.

The timespan that we are interested in is one month (4 weeks) and as mentioned before, for each model we are going to compare RMSE and MAE. We will also visualize the quality of the predictions by using a line graph with the prediction and real values for the last 28 days.

d.1. Random Fores Regressor - Baseline

To start our model development task, it is a great practice to have a baseline model, so we can compare further models and improvements with and pretty basic. It is a simple and efficient method to check if we are making some progress or no.

Since Random Forests are no properly designed for Timeseries Forecasting, let's create a second time-based feature so we can feed the data into the algorithm. We may work with lags to create a very simple model and if it works well enough to be the baseline, so for now work with lags will be enough!

For this task we will create 3 types of basic features, they are:

  • Differentiation of the next row
  • Lag from the original target
  • Moving Average
In [40]:
from sklearn.ensemble import RandomForestRegressor
In [41]:
# Let's concatanete the train and test dataframes to do just one feature engineering process
df_rf = pd.concat([train["VALE3.SA"], test["VALE3.SA"]])
df_rf.index = df_rf.date
df_rf = df_rf.drop("date", axis = 1)
df_rf.head()
Out[41]:
adjclose
date
2018-01-03 0.314983
2018-01-04 0.316591
2018-01-05 0.322743
2018-01-08 0.331638
2018-01-09 0.330124

Now let's develop the features

In [42]:
# Applying the diff to the data
df_rf["adj_close_diff"] = df_rf.diff()

# Creating 10 lags for starting
for i in range (5, 0, -1):
    df_rf['t-' + str(i)] = df_rf.adjclose.shift(i)

# Moving Avg of 2 weeks
df_rf["rolling"] = df_rf.adjclose.rolling(window = 14).mean()
    
df_rf.dropna(inplace = True)
df_rf.head()
Out[42]:
adjclose adj_close_diff t-5 t-4 t-3 t-2 t-1 rolling
date
2018-01-22 0.326150 -0.002177 0.333910 0.322837 0.330881 0.328137 0.328326 0.326981
2018-01-23 0.309872 -0.016277 0.322837 0.330881 0.328137 0.328326 0.326150 0.326616
2018-01-24 0.317916 0.008044 0.330881 0.328137 0.328326 0.326150 0.309872 0.326711
2018-01-25 0.317916 0.000000 0.328137 0.328326 0.326150 0.309872 0.317916 0.326366
2018-01-26 0.314604 -0.003312 0.328326 0.326150 0.309872 0.317916 0.317916 0.325149

Now we have a dataframe to work with, we can feed it into a basic random forest regressor! But first, let's split the data into train and test.

In [50]:
X_train_rf = df_rf.iloc[:-timespan].drop("adjclose", axis = 1)
y_train_rf = df_rf.iloc[:-timespan].adjclose

X_test_rf = df_rf.iloc[-timespan:].drop("adjclose", axis = 1)
y_test_rf = df_rf.iloc[-timespan:].adjclose
In [51]:
# Checking
X_train_rf.shape, X_test_rf.shape, y_train_rf.shape, y_test_rf.shape
Out[51]:
((733, 7), (28, 7), (733,), (28,))
In [52]:
# Instanciating a Regressor and Training
regressor_rf = RandomForestRegressor(n_estimators = 1000)

# Training
regressor_rf.fit(X_train_rf, y_train_rf)
Out[52]:
RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',
                      max_depth=None, max_features='auto', max_leaf_nodes=None,
                      max_samples=None, min_impurity_decrease=0.0,
                      min_impurity_split=None, min_samples_leaf=1,
                      min_samples_split=2, min_weight_fraction_leaf=0.0,
                      n_estimators=1000, n_jobs=None, oob_score=False,
                      random_state=None, verbose=0, warm_start=False)
In [53]:
prediction_rf = regressor_rf.predict(X_test_rf)

Now that we have the predictions, let's transform it back to its not scaled form.

In [59]:
prediction_rf = scaler.inverse_transform(prediction_rf.reshape(1, -1))
y_test_rf = scaler.inverse_transform(y_test_rf.values.reshape(1, -1))
In [65]:
# RMSE
np.sqrt(mean_squared_error(y_test_rf, prediction_rf))
Out[65]:
4.777129170785977
In [66]:
# MAE
mean_absolute_error(y_test_rf, prediction_rf)
Out[66]:
4.2539824849286

Now that we have a RMSE of 4.777129170785977 and a MAE of 4.2539824849286, we have some reference values to work with.

So, let's visualize this bahaviour in a line graph.

In [95]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
                   mode = 'lines',
                   name = 'Real Price')

trace2 = go.Scatter(x = X_test_rf.index, y = prediction_rf[0],
                    mode = "lines",
                    name = "Predicted Price")

layout = go.Layout(title = "Real Price vs Predicted Price using Random Forest Regressor",
                   width = 1000, height = 600)

fig = go.Figure(data = [trace1, trace2], layout = layout)
fig.show()

Now, with a visualization we see how good the model was predicting the stock price behaviour. That is already a great guidence for making investments in along 2021.

Now we can move forward to DeepAR algorithm.

d.2. AWS DeepAR

The Amazon SageMaker DeepAR forecasting algorithm is a supervised learning algorithm for forecasting scalar (one-dimensional) time series using recurrent neural networks (RNN).

Convert to JSON

According to the DeepAR documentation, DeepAR expects to see input training data in a JSON format, with the following fields:

  • start: A string that defines the starting date of the time series, with the format 'YYYY-MM-DD HH:MM:SS'.
  • target: An array of numerical values that represent the time series.
  • cat (optional): A numerical array of categorical features that can be used to encode the groups that the record belongs to. This is useful for finding models per class of item, such as in retail sales, where you might have {'shoes', 'jackets', 'pants'} encoded as categories {0, 1, 2}.

The input data should be formatted with one time series per line in a JSON file. Each line looks a bit like a dictionary, for example:

{"start":'2007-01-01 00:00:00', "target": [2.54, 6.3, ...], "cat": [1]}
{"start": "2012-01-30 00:00:00", "target": [1.0, -5.0, ...], "cat": [0]}

So let's first convert the VALE3 to this format and upload it separatly to S3.

In [96]:
# Converting the data
def convert_to_json(df):
    '''Returns a dictionary of values in DeepAR, JSON format.
       :param ts: A single time series.
       :return: A dictionary of values with "start" and "target" keys.
       '''
    # get start time and target from the time series, ts
    json_obj = {"start": str(df.date.min().strftime("%Y-%m-%d") + " 00:00:00"), 
                "target": list(df.adjclose)}
    return json_obj
In [97]:
# Now let's save the data for VALE3 localy so we can upload it to S3.
def save_json_dataset(df, filename):
    with open(filename, 'wb') as f:
        # for each of our times series, there is one JSON line
        #for ts in df:
        json_line = json.dumps(convert_to_json(df)) + '\n'
        json_line = json_line.encode('utf-8')
        f.write(json_line)
    print(filename + ' saved.')
    
In [98]:
save_json_dataset(train["VALE3.SA"], "./data/train_vale.json")
save_json_dataset(test["VALE3.SA"], "./data/test_vale.json")
./data/train_vale.json saved.
./data/test_vale.json saved.

Now that we have the data saved, we can upload it to S3.

In [99]:
train_json_key = os.path.join(data_dir, "train_vale.json")
test_json_key = os.path.join(data_dir, "test_vale.json")

train_json_prefix = "{}/{}".format(prefix, "train_vale_json")
test_json_prefix = "{}/{}".format(prefix, "test_vale_json")

path_train_vale_json = session.upload_data(train_json_key, 
                                           bucket = bucket, 
                                           key_prefix = train_json_prefix)

path_test_vale_json = session.upload_data(test_json_key, 
                                          bucket = bucket, 
                                          key_prefix = test_json_prefix)
In [100]:
# Getting the image uri that points to the DeepAR container for this region.
from sagemaker import image_uris

deepar_image = image_uris.retrieve("forecasting-deepar", region = boto3.Session().region_name)
In [103]:
# Setting up the output path
output_path = "s3://{}/{}/output".format(bucket, prefix)

# Instatiating the model
regressor_deepar = sagemaker.estimator.Estimator(image_uri = deepar_image,
                                                 role = role,
                                                 instance_count = 1,
                                                 instance_type = "ml.c4.4xlarge",
                                                 output_path = output_path,
                                                 sagemaker_session = session)
In [104]:
# Hyperparamenters
freq = 'D'
prediction_length = timespan # Four weeks
context_length = train["VALE3.SA"].shape[0] - prediction_length

hyperparameters = {
    "epochs": str(50),
    "time_freq": freq,
    "prediction_length": str(prediction_length),
    "context_length": str(context_length),
    "num_cells": "50",
    "num_layers": "2",
    "mini_batch_size": "128",
    "learning_rate": "0.001",
    "early_stopping_patience": "10"
}
In [105]:
regressor_deepar.set_hyperparameters(**hyperparameters)

Now let's train the model. By default, it uses the RMSE as performance metric.

In [107]:
%%time
# train and test channels
data_channels = {
    "train": path_train_vale_json,
    "test": path_test_vale_json}

# fit the estimator
regressor_deepar.fit(inputs=data_channels)
2021-02-28 12:53:16 Starting - Starting the training job...
2021-02-28 12:53:41 Starting - Launching requested ML instancesProfilerReport-1614516796: InProgress
.........
2021-02-28 12:55:03 Starting - Preparing the instances for training......
2021-02-28 12:56:03 Downloading - Downloading input data...
2021-02-28 12:56:44 Training - Training image download completed. Training in progress..Arguments: train
[02/28/2021 12:56:46 INFO 140707482310464] Reading default configuration from /opt/amazon/lib/python2.7/site-packages/algorithm/resources/default-input.json: {u'num_dynamic_feat': u'auto', u'dropout_rate': u'0.10', u'mini_batch_size': u'128', u'test_quantiles': u'[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]', u'_tuning_objective_metric': u'', u'_num_gpus': u'auto', u'num_eval_samples': u'100', u'learning_rate': u'0.001', u'num_cells': u'40', u'num_layers': u'2', u'embedding_dimension': u'10', u'_kvstore': u'auto', u'_num_kv_servers': u'auto', u'cardinality': u'auto', u'likelihood': u'student-t', u'early_stopping_patience': u''}
[02/28/2021 12:56:46 INFO 140707482310464] Reading provided configuration from /opt/ml/input/config/hyperparameters.json: {u'learning_rate': u'0.001', u'num_cells': u'50', u'prediction_length': u'28', u'epochs': u'50', u'time_freq': u'D', u'context_length': u'718', u'num_layers': u'2', u'mini_batch_size': u'128', u'early_stopping_patience': u'10'}
[02/28/2021 12:56:46 INFO 140707482310464] Final configuration: {u'dropout_rate': u'0.10', u'test_quantiles': u'[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]', u'_tuning_objective_metric': u'', u'num_eval_samples': u'100', u'learning_rate': u'0.001', u'num_layers': u'2', u'epochs': u'50', u'embedding_dimension': u'10', u'num_cells': u'50', u'_num_kv_servers': u'auto', u'mini_batch_size': u'128', u'likelihood': u'student-t', u'num_dynamic_feat': u'auto', u'cardinality': u'auto', u'_num_gpus': u'auto', u'prediction_length': u'28', u'time_freq': u'D', u'context_length': u'718', u'_kvstore': u'auto', u'early_stopping_patience': u'10'}
Process 1 is a worker.
[02/28/2021 12:56:46 INFO 140707482310464] Detected entry point for worker worker
[02/28/2021 12:56:46 INFO 140707482310464] Using early stopping with patience 10
[02/28/2021 12:56:46 WARNING 140707482310464] `context_length > 500`.  It may be better to reduce the context_length. Consider aggregating the data to a larger frequency (e.g. instead of hours use days)
[02/28/2021 12:56:46 INFO 140707482310464] [cardinality=auto] `cat` field was NOT found in the file `/opt/ml/input/data/train/train_vale.json` and will NOT be used for training.
[02/28/2021 12:56:46 INFO 140707482310464] [num_dynamic_feat=auto] `dynamic_feat` field was NOT found in the file `/opt/ml/input/data/train/train_vale.json` and will NOT be used for training.
[02/28/2021 12:56:46 INFO 140707482310464] Training set statistics:
[02/28/2021 12:56:46 INFO 140707482310464] Real time series
[02/28/2021 12:56:46 INFO 140707482310464] number of time series: 1
[02/28/2021 12:56:46 INFO 140707482310464] number of observations: 746
[02/28/2021 12:56:46 INFO 140707482310464] mean target length: 746
[02/28/2021 12:56:46 INFO 140707482310464] min/mean/max target: 0.267206966877/0.446550139154/1.0
[02/28/2021 12:56:46 INFO 140707482310464] mean abs(target): 0.446550139154
[02/28/2021 12:56:46 INFO 140707482310464] contains missing values: no
[02/28/2021 12:56:46 INFO 140707482310464] Small number of time series. Doing 1280 passes over dataset with prob 1.0 per epoch.
[02/28/2021 12:56:46 INFO 140707482310464] Test set statistics:
[02/28/2021 12:56:46 INFO 140707482310464] Real time series
[02/28/2021 12:56:46 INFO 140707482310464] number of time series: 1
[02/28/2021 12:56:46 INFO 140707482310464] number of observations: 28
[02/28/2021 12:56:46 INFO 140707482310464] mean target length: 28
[02/28/2021 12:56:46 INFO 140707482310464] min/mean/max target: 0.84562420845/0.906177725111/0.953771531582
[02/28/2021 12:56:46 INFO 140707482310464] mean abs(target): 0.906177725111
[02/28/2021 12:56:46 INFO 140707482310464] contains missing values: no
[02/28/2021 12:56:46 INFO 140707482310464] nvidia-smi took: 0.0251228809357 secs to identify 0 gpus
[02/28/2021 12:56:46 INFO 140707482310464] Number of GPUs being used: 0
[02/28/2021 12:56:46 INFO 140707482310464] Create Store: local
#metrics {"Metrics": {"get_graph.time": {"count": 1, "max": 27951.8620967865, "sum": 27951.8620967865, "min": 27951.8620967865}}, "EndTime": 1614517034.400869, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517006.448247}

[02/28/2021 12:57:14 INFO 140707482310464] Number of GPUs being used: 0
#metrics {"Metrics": {"initialize.time": {"count": 1, "max": 31360.23712158203, "sum": 31360.23712158203, "min": 31360.23712158203}}, "EndTime": 1614517037.808586, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517034.400955}

[02/28/2021 12:57:20 INFO 140707482310464] Epoch[0] Batch[0] avg_epoch_loss=0.098411
[02/28/2021 12:57:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=0, batch=0 train loss <loss>=0.0984107106924
[02/28/2021 12:57:27 INFO 140707482310464] Epoch[0] Batch[5] avg_epoch_loss=-0.201395
[02/28/2021 12:57:27 INFO 140707482310464] #quality_metric: host=algo-1, epoch=0, batch=5 train loss <loss>=-0.20139516145
[02/28/2021 12:57:27 INFO 140707482310464] Epoch[0] Batch [5]#011Speed: 88.26 samples/sec#011loss=-0.201395
[02/28/2021 12:57:33 INFO 140707482310464] processed a total of 1275 examples
#metrics {"Metrics": {"epochs": {"count": 1, "max": 50, "sum": 50.0, "min": 50}, "update.time": {"count": 1, "max": 15443.093061447144, "sum": 15443.093061447144, "min": 15443.093061447144}}, "EndTime": 1614517053.251847, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517037.808677}

[02/28/2021 12:57:33 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.5604225127 records/second
[02/28/2021 12:57:33 INFO 140707482310464] #progress_metric: host=algo-1, completed 2 % of epochs
[02/28/2021 12:57:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=0, train loss <loss>=-0.343310512602
[02/28/2021 12:57:33 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:57:33 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_8190b3cc-c836-4ca1-8158-df6dee61a770-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 301.7749786376953, "sum": 301.7749786376953, "min": 301.7749786376953}}, "EndTime": 1614517053.554317, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517053.251951}

[02/28/2021 12:57:35 INFO 140707482310464] Epoch[1] Batch[0] avg_epoch_loss=-0.677559
[02/28/2021 12:57:35 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, batch=0 train loss <loss>=-0.677559256554
[02/28/2021 12:57:42 INFO 140707482310464] Epoch[1] Batch[5] avg_epoch_loss=-0.773798
[02/28/2021 12:57:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, batch=5 train loss <loss>=-0.773798098167
[02/28/2021 12:57:42 INFO 140707482310464] Epoch[1] Batch [5]#011Speed: 91.12 samples/sec#011loss=-0.773798
[02/28/2021 12:57:49 INFO 140707482310464] Epoch[1] Batch[10] avg_epoch_loss=-0.879016
[02/28/2021 12:57:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, batch=10 train loss <loss>=-1.00527836084
[02/28/2021 12:57:49 INFO 140707482310464] Epoch[1] Batch [10]#011Speed: 91.28 samples/sec#011loss=-1.005278
[02/28/2021 12:57:49 INFO 140707482310464] processed a total of 1285 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16038.63787651062, "sum": 16038.63787651062, "min": 16038.63787651062}}, "EndTime": 1614517069.593086, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517053.554383}

[02/28/2021 12:57:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.1184229376 records/second
[02/28/2021 12:57:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 4 % of epochs
[02/28/2021 12:57:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=1, train loss <loss>=-0.879016399384
[02/28/2021 12:57:49 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:57:49 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_461e0e8b-f6fb-40c9-a3a9-0cf941622043-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 284.0919494628906, "sum": 284.0919494628906, "min": 284.0919494628906}}, "EndTime": 1614517069.877745, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517069.593167}

[02/28/2021 12:57:51 INFO 140707482310464] Epoch[2] Batch[0] avg_epoch_loss=-0.972849
[02/28/2021 12:57:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=2, batch=0 train loss <loss>=-0.972848773003
[02/28/2021 12:57:58 INFO 140707482310464] Epoch[2] Batch[5] avg_epoch_loss=-1.019545
[02/28/2021 12:57:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=2, batch=5 train loss <loss>=-1.01954543591
[02/28/2021 12:57:58 INFO 140707482310464] Epoch[2] Batch [5]#011Speed: 91.55 samples/sec#011loss=-1.019545
[02/28/2021 12:58:04 INFO 140707482310464] processed a total of 1238 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14723.12307357788, "sum": 14723.12307357788, "min": 14723.12307357788}}, "EndTime": 1614517084.600983, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517069.877804}

[02/28/2021 12:58:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.0847196225 records/second
[02/28/2021 12:58:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 6 % of epochs
[02/28/2021 12:58:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=2, train loss <loss>=-1.00498855114
[02/28/2021 12:58:04 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:58:04 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_07ae72af-1c47-4ff8-88e7-a576868d094e-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 341.63880348205566, "sum": 341.63880348205566, "min": 341.63880348205566}}, "EndTime": 1614517084.943225, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517084.601069}

[02/28/2021 12:58:07 INFO 140707482310464] Epoch[3] Batch[0] avg_epoch_loss=-1.035927
[02/28/2021 12:58:07 INFO 140707482310464] #quality_metric: host=algo-1, epoch=3, batch=0 train loss <loss>=-1.03592669964
[02/28/2021 12:58:14 INFO 140707482310464] Epoch[3] Batch[5] avg_epoch_loss=-1.031826
[02/28/2021 12:58:14 INFO 140707482310464] #quality_metric: host=algo-1, epoch=3, batch=5 train loss <loss>=-1.03182605902
[02/28/2021 12:58:14 INFO 140707482310464] Epoch[3] Batch [5]#011Speed: 89.60 samples/sec#011loss=-1.031826
[02/28/2021 12:58:19 INFO 140707482310464] processed a total of 1241 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14995.325088500977, "sum": 14995.325088500977, "min": 14995.325088500977}}, "EndTime": 1614517099.938696, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517084.943304}

[02/28/2021 12:58:19 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.7584484586 records/second
[02/28/2021 12:58:19 INFO 140707482310464] #progress_metric: host=algo-1, completed 8 % of epochs
[02/28/2021 12:58:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=3, train loss <loss>=-1.05949187279
[02/28/2021 12:58:19 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:58:20 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3779d1c3-3a86-4807-a812-2a22ef9eff14-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 290.6069755554199, "sum": 290.6069755554199, "min": 290.6069755554199}}, "EndTime": 1614517100.229909, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517099.938782}

[02/28/2021 12:58:22 INFO 140707482310464] Epoch[4] Batch[0] avg_epoch_loss=-1.220909
[02/28/2021 12:58:22 INFO 140707482310464] #quality_metric: host=algo-1, epoch=4, batch=0 train loss <loss>=-1.22090864182
[02/28/2021 12:58:29 INFO 140707482310464] Epoch[4] Batch[5] avg_epoch_loss=-1.153742
[02/28/2021 12:58:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=4, batch=5 train loss <loss>=-1.15374243259
[02/28/2021 12:58:29 INFO 140707482310464] Epoch[4] Batch [5]#011Speed: 90.83 samples/sec#011loss=-1.153742
[02/28/2021 12:58:34 INFO 140707482310464] processed a total of 1276 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14701.723098754883, "sum": 14701.723098754883, "min": 14701.723098754883}}, "EndTime": 1614517114.931747, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517100.22997}

[02/28/2021 12:58:34 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.7917986804 records/second
[02/28/2021 12:58:34 INFO 140707482310464] #progress_metric: host=algo-1, completed 10 % of epochs
[02/28/2021 12:58:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=4, train loss <loss>=-1.1728895545
[02/28/2021 12:58:34 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:58:35 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_37194bdd-0b26-42c2-858a-6572da7b8df2-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 290.280818939209, "sum": 290.280818939209, "min": 290.280818939209}}, "EndTime": 1614517115.222647, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517114.931839}

[02/28/2021 12:58:37 INFO 140707482310464] Epoch[5] Batch[0] avg_epoch_loss=-1.191205
[02/28/2021 12:58:37 INFO 140707482310464] #quality_metric: host=algo-1, epoch=5, batch=0 train loss <loss>=-1.19120526314
[02/28/2021 12:58:44 INFO 140707482310464] Epoch[5] Batch[5] avg_epoch_loss=-1.172278
[02/28/2021 12:58:44 INFO 140707482310464] #quality_metric: host=algo-1, epoch=5, batch=5 train loss <loss>=-1.17227848371
[02/28/2021 12:58:44 INFO 140707482310464] Epoch[5] Batch [5]#011Speed: 90.60 samples/sec#011loss=-1.172278
[02/28/2021 12:58:49 INFO 140707482310464] processed a total of 1263 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14662.718057632446, "sum": 14662.718057632446, "min": 14662.718057632446}}, "EndTime": 1614517129.885481, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517115.222702}

[02/28/2021 12:58:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.1361037039 records/second
[02/28/2021 12:58:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 12 % of epochs
[02/28/2021 12:58:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=5, train loss <loss>=-1.1968080759
[02/28/2021 12:58:49 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:58:50 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3955ca66-5939-4a02-a044-85cdbeac51a6-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 284.69300270080566, "sum": 284.69300270080566, "min": 284.69300270080566}}, "EndTime": 1614517130.170785, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517129.885563}

[02/28/2021 12:58:52 INFO 140707482310464] Epoch[6] Batch[0] avg_epoch_loss=-1.311850
[02/28/2021 12:58:52 INFO 140707482310464] #quality_metric: host=algo-1, epoch=6, batch=0 train loss <loss>=-1.31185019016
[02/28/2021 12:58:59 INFO 140707482310464] Epoch[6] Batch[5] avg_epoch_loss=-1.251398
[02/28/2021 12:58:59 INFO 140707482310464] #quality_metric: host=algo-1, epoch=6, batch=5 train loss <loss>=-1.25139794747
[02/28/2021 12:58:59 INFO 140707482310464] Epoch[6] Batch [5]#011Speed: 91.22 samples/sec#011loss=-1.251398
[02/28/2021 12:59:04 INFO 140707482310464] processed a total of 1280 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14802.313089370728, "sum": 14802.313089370728, "min": 14802.313089370728}}, "EndTime": 1614517144.973218, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517130.170845}

[02/28/2021 12:59:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.4722292814 records/second
[02/28/2021 12:59:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 14 % of epochs
[02/28/2021 12:59:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=6, train loss <loss>=-1.23231940269
[02/28/2021 12:59:04 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:59:05 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_5f2bebc3-9e8d-4f52-a349-6e9dabd1079e-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 338.61398696899414, "sum": 338.61398696899414, "min": 338.61398696899414}}, "EndTime": 1614517145.312452, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517144.973308}

[02/28/2021 12:59:07 INFO 140707482310464] Epoch[7] Batch[0] avg_epoch_loss=-1.216872
[02/28/2021 12:59:07 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, batch=0 train loss <loss>=-1.21687197685
[02/28/2021 12:59:14 INFO 140707482310464] Epoch[7] Batch[5] avg_epoch_loss=-1.245686
[02/28/2021 12:59:14 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, batch=5 train loss <loss>=-1.24568551779
[02/28/2021 12:59:14 INFO 140707482310464] Epoch[7] Batch [5]#011Speed: 89.55 samples/sec#011loss=-1.245686
[02/28/2021 12:59:21 INFO 140707482310464] Epoch[7] Batch[10] avg_epoch_loss=-1.379119
[02/28/2021 12:59:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, batch=10 train loss <loss>=-1.53923940659
[02/28/2021 12:59:21 INFO 140707482310464] Epoch[7] Batch [10]#011Speed: 91.28 samples/sec#011loss=-1.539239
[02/28/2021 12:59:21 INFO 140707482310464] processed a total of 1282 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16414.858102798462, "sum": 16414.858102798462, "min": 16414.858102798462}}, "EndTime": 1614517161.727461, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517145.312533}

[02/28/2021 12:59:21 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=78.0994039629 records/second
[02/28/2021 12:59:21 INFO 140707482310464] #progress_metric: host=algo-1, completed 16 % of epochs
[02/28/2021 12:59:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=7, train loss <loss>=-1.37911910361
[02/28/2021 12:59:21 INFO 140707482310464] best epoch loss so far
[02/28/2021 12:59:22 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3ec54d23-270d-4e17-9865-4fe6c55f4d7a-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 286.50403022766113, "sum": 286.50403022766113, "min": 286.50403022766113}}, "EndTime": 1614517162.014551, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517161.727541}

[02/28/2021 12:59:24 INFO 140707482310464] Epoch[8] Batch[0] avg_epoch_loss=-1.380579
[02/28/2021 12:59:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, batch=0 train loss <loss>=-1.38057863712
[02/28/2021 12:59:31 INFO 140707482310464] Epoch[8] Batch[5] avg_epoch_loss=-1.343050
[02/28/2021 12:59:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, batch=5 train loss <loss>=-1.34305034081
[02/28/2021 12:59:31 INFO 140707482310464] Epoch[8] Batch [5]#011Speed: 90.99 samples/sec#011loss=-1.343050
[02/28/2021 12:59:38 INFO 140707482310464] Epoch[8] Batch[10] avg_epoch_loss=-1.340454
[02/28/2021 12:59:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, batch=10 train loss <loss>=-1.33733799458
[02/28/2021 12:59:38 INFO 140707482310464] Epoch[8] Batch [10]#011Speed: 91.30 samples/sec#011loss=-1.337338
[02/28/2021 12:59:38 INFO 140707482310464] processed a total of 1286 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16029.803037643433, "sum": 16029.803037643433, "min": 16029.803037643433}}, "EndTime": 1614517178.04447, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517162.014612}

[02/28/2021 12:59:38 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.2249847485 records/second
[02/28/2021 12:59:38 INFO 140707482310464] #progress_metric: host=algo-1, completed 18 % of epochs
[02/28/2021 12:59:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=8, train loss <loss>=-1.3404538198
[02/28/2021 12:59:38 INFO 140707482310464] loss did not improve
[02/28/2021 12:59:40 INFO 140707482310464] Epoch[9] Batch[0] avg_epoch_loss=-1.244330
[02/28/2021 12:59:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, batch=0 train loss <loss>=-1.24432992935
[02/28/2021 12:59:47 INFO 140707482310464] Epoch[9] Batch[5] avg_epoch_loss=-1.311211
[02/28/2021 12:59:47 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, batch=5 train loss <loss>=-1.3112107714
[02/28/2021 12:59:47 INFO 140707482310464] Epoch[9] Batch [5]#011Speed: 91.07 samples/sec#011loss=-1.311211
[02/28/2021 12:59:54 INFO 140707482310464] Epoch[9] Batch[10] avg_epoch_loss=-1.353767
[02/28/2021 12:59:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, batch=10 train loss <loss>=-1.40483367443
[02/28/2021 12:59:54 INFO 140707482310464] Epoch[9] Batch [10]#011Speed: 91.06 samples/sec#011loss=-1.404834
[02/28/2021 12:59:54 INFO 140707482310464] processed a total of 1344 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16120.128870010376, "sum": 16120.128870010376, "min": 16120.128870010376}}, "EndTime": 1614517194.165169, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517178.044553}

[02/28/2021 12:59:54 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.3734067484 records/second
[02/28/2021 12:59:54 INFO 140707482310464] #progress_metric: host=algo-1, completed 20 % of epochs
[02/28/2021 12:59:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=9, train loss <loss>=-1.35376663641
[02/28/2021 12:59:54 INFO 140707482310464] loss did not improve
[02/28/2021 12:59:56 INFO 140707482310464] Epoch[10] Batch[0] avg_epoch_loss=-1.111145
[02/28/2021 12:59:56 INFO 140707482310464] #quality_metric: host=algo-1, epoch=10, batch=0 train loss <loss>=-1.11114513874
[02/28/2021 13:00:03 INFO 140707482310464] Epoch[10] Batch[5] avg_epoch_loss=-1.276282
[02/28/2021 13:00:03 INFO 140707482310464] #quality_metric: host=algo-1, epoch=10, batch=5 train loss <loss>=-1.2762824893
[02/28/2021 13:00:03 INFO 140707482310464] Epoch[10] Batch [5]#011Speed: 89.76 samples/sec#011loss=-1.276282
[02/28/2021 13:00:09 INFO 140707482310464] processed a total of 1241 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 15268.456935882568, "sum": 15268.456935882568, "min": 15268.456935882568}}, "EndTime": 1614517209.434139, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517194.165246}

[02/28/2021 13:00:09 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.2782049378 records/second
[02/28/2021 13:00:09 INFO 140707482310464] #progress_metric: host=algo-1, completed 22 % of epochs
[02/28/2021 13:00:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=10, train loss <loss>=-1.29857591391
[02/28/2021 13:00:09 INFO 140707482310464] loss did not improve
[02/28/2021 13:00:11 INFO 140707482310464] Epoch[11] Batch[0] avg_epoch_loss=-1.288083
[02/28/2021 13:00:11 INFO 140707482310464] #quality_metric: host=algo-1, epoch=11, batch=0 train loss <loss>=-1.28808259964
[02/28/2021 13:00:18 INFO 140707482310464] Epoch[11] Batch[5] avg_epoch_loss=-1.352310
[02/28/2021 13:00:18 INFO 140707482310464] #quality_metric: host=algo-1, epoch=11, batch=5 train loss <loss>=-1.35230968396
[02/28/2021 13:00:18 INFO 140707482310464] Epoch[11] Batch [5]#011Speed: 90.54 samples/sec#011loss=-1.352310
[02/28/2021 13:00:24 INFO 140707482310464] processed a total of 1245 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14725.207805633545, "sum": 14725.207805633545, "min": 14725.207805633545}}, "EndTime": 1614517224.159836, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517209.434204}

[02/28/2021 13:00:24 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.5482647257 records/second
[02/28/2021 13:00:24 INFO 140707482310464] #progress_metric: host=algo-1, completed 24 % of epochs
[02/28/2021 13:00:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=11, train loss <loss>=-1.3762144208
[02/28/2021 13:00:24 INFO 140707482310464] loss did not improve
[02/28/2021 13:00:26 INFO 140707482310464] Epoch[12] Batch[0] avg_epoch_loss=-1.283343
[02/28/2021 13:00:26 INFO 140707482310464] #quality_metric: host=algo-1, epoch=12, batch=0 train loss <loss>=-1.28334343433
[02/28/2021 13:00:33 INFO 140707482310464] Epoch[12] Batch[5] avg_epoch_loss=-1.362509
[02/28/2021 13:00:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=12, batch=5 train loss <loss>=-1.36250883341
[02/28/2021 13:00:33 INFO 140707482310464] Epoch[12] Batch [5]#011Speed: 90.23 samples/sec#011loss=-1.362509
[02/28/2021 13:00:38 INFO 140707482310464] processed a total of 1239 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14739.315032958984, "sum": 14739.315032958984, "min": 14739.315032958984}}, "EndTime": 1614517238.899685, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517224.159896}

[02/28/2021 13:00:38 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.0601367238 records/second
[02/28/2021 13:00:38 INFO 140707482310464] #progress_metric: host=algo-1, completed 26 % of epochs
[02/28/2021 13:00:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=12, train loss <loss>=-1.33544791937
[02/28/2021 13:00:38 INFO 140707482310464] loss did not improve
[02/28/2021 13:00:41 INFO 140707482310464] Epoch[13] Batch[0] avg_epoch_loss=-1.378686
[02/28/2021 13:00:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=13, batch=0 train loss <loss>=-1.37868618965
[02/28/2021 13:00:48 INFO 140707482310464] Epoch[13] Batch[5] avg_epoch_loss=-1.375769
[02/28/2021 13:00:48 INFO 140707482310464] #quality_metric: host=algo-1, epoch=13, batch=5 train loss <loss>=-1.37576929728
[02/28/2021 13:00:48 INFO 140707482310464] Epoch[13] Batch [5]#011Speed: 91.24 samples/sec#011loss=-1.375769
[02/28/2021 13:00:53 INFO 140707482310464] processed a total of 1268 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14777.291059494019, "sum": 14777.291059494019, "min": 14777.291059494019}}, "EndTime": 1614517253.677541, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517238.899776}

[02/28/2021 13:00:53 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.8066632035 records/second
[02/28/2021 13:00:53 INFO 140707482310464] #progress_metric: host=algo-1, completed 28 % of epochs
[02/28/2021 13:00:53 INFO 140707482310464] #quality_metric: host=algo-1, epoch=13, train loss <loss>=-1.39544738531
[02/28/2021 13:00:53 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:00:53 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_21c25976-7ca9-4972-8b8f-36ba301f2924-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 286.0980033874512, "sum": 286.0980033874512, "min": 286.0980033874512}}, "EndTime": 1614517253.964252, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517253.677626}

[02/28/2021 13:00:55 INFO 140707482310464] Epoch[14] Batch[0] avg_epoch_loss=-1.421054
[02/28/2021 13:00:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, batch=0 train loss <loss>=-1.4210537672
[02/28/2021 13:01:03 INFO 140707482310464] Epoch[14] Batch[5] avg_epoch_loss=-1.418002
[02/28/2021 13:01:03 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, batch=5 train loss <loss>=-1.41800153255
[02/28/2021 13:01:03 INFO 140707482310464] Epoch[14] Batch [5]#011Speed: 90.41 samples/sec#011loss=-1.418002
[02/28/2021 13:01:10 INFO 140707482310464] Epoch[14] Batch[10] avg_epoch_loss=-1.440100
[02/28/2021 13:01:10 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, batch=10 train loss <loss>=-1.46661763191
[02/28/2021 13:01:10 INFO 140707482310464] Epoch[14] Batch [10]#011Speed: 85.22 samples/sec#011loss=-1.466618
[02/28/2021 13:01:10 INFO 140707482310464] processed a total of 1288 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16592.54813194275, "sum": 16592.54813194275, "min": 16592.54813194275}}, "EndTime": 1614517270.55693, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517253.964314}

[02/28/2021 13:01:10 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=77.6246190749 records/second
[02/28/2021 13:01:10 INFO 140707482310464] #progress_metric: host=algo-1, completed 30 % of epochs
[02/28/2021 13:01:10 INFO 140707482310464] #quality_metric: host=algo-1, epoch=14, train loss <loss>=-1.44009975954
[02/28/2021 13:01:10 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:01:10 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_ec28222a-2b47-4cec-b4c1-6d138cc6231d-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 293.22195053100586, "sum": 293.22195053100586, "min": 293.22195053100586}}, "EndTime": 1614517270.850732, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517270.557016}

[02/28/2021 13:01:12 INFO 140707482310464] Epoch[15] Batch[0] avg_epoch_loss=-1.472566
[02/28/2021 13:01:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=15, batch=0 train loss <loss>=-1.47256588936
[02/28/2021 13:01:19 INFO 140707482310464] Epoch[15] Batch[5] avg_epoch_loss=-1.390262
[02/28/2021 13:01:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=15, batch=5 train loss <loss>=-1.39026214679
[02/28/2021 13:01:19 INFO 140707482310464] Epoch[15] Batch [5]#011Speed: 90.67 samples/sec#011loss=-1.390262
[02/28/2021 13:01:25 INFO 140707482310464] processed a total of 1265 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14687.026977539062, "sum": 14687.026977539062, "min": 14687.026977539062}}, "EndTime": 1614517285.537884, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517270.850798}

[02/28/2021 13:01:25 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.1296882496 records/second
[02/28/2021 13:01:25 INFO 140707482310464] #progress_metric: host=algo-1, completed 32 % of epochs
[02/28/2021 13:01:25 INFO 140707482310464] #quality_metric: host=algo-1, epoch=15, train loss <loss>=-1.39665564299
[02/28/2021 13:01:25 INFO 140707482310464] loss did not improve
[02/28/2021 13:01:27 INFO 140707482310464] Epoch[16] Batch[0] avg_epoch_loss=-1.402734
[02/28/2021 13:01:27 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, batch=0 train loss <loss>=-1.40273416042
[02/28/2021 13:01:34 INFO 140707482310464] Epoch[16] Batch[5] avg_epoch_loss=-1.436945
[02/28/2021 13:01:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, batch=5 train loss <loss>=-1.4369452397
[02/28/2021 13:01:34 INFO 140707482310464] Epoch[16] Batch [5]#011Speed: 91.35 samples/sec#011loss=-1.436945
[02/28/2021 13:01:41 INFO 140707482310464] Epoch[16] Batch[10] avg_epoch_loss=-1.459952
[02/28/2021 13:01:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, batch=10 train loss <loss>=-1.48755922318
[02/28/2021 13:01:41 INFO 140707482310464] Epoch[16] Batch [10]#011Speed: 90.33 samples/sec#011loss=-1.487559
[02/28/2021 13:01:41 INFO 140707482310464] processed a total of 1323 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16134.740829467773, "sum": 16134.740829467773, "min": 16134.740829467773}}, "EndTime": 1614517301.673193, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517285.53797}

[02/28/2021 13:01:41 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.996368027 records/second
[02/28/2021 13:01:41 INFO 140707482310464] #progress_metric: host=algo-1, completed 34 % of epochs
[02/28/2021 13:01:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=16, train loss <loss>=-1.45995159583
[02/28/2021 13:01:41 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:01:41 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_7549745e-12a4-4adf-9f0c-f612751668a9-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 292.8509712219238, "sum": 292.8509712219238, "min": 292.8509712219238}}, "EndTime": 1614517301.966629, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517301.67328}

[02/28/2021 13:01:43 INFO 140707482310464] Epoch[17] Batch[0] avg_epoch_loss=-1.386723
[02/28/2021 13:01:43 INFO 140707482310464] #quality_metric: host=algo-1, epoch=17, batch=0 train loss <loss>=-1.38672304153
[02/28/2021 13:01:51 INFO 140707482310464] Epoch[17] Batch[5] avg_epoch_loss=-1.420204
[02/28/2021 13:01:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=17, batch=5 train loss <loss>=-1.42020360629
[02/28/2021 13:01:51 INFO 140707482310464] Epoch[17] Batch [5]#011Speed: 90.63 samples/sec#011loss=-1.420204
[02/28/2021 13:01:56 INFO 140707482310464] processed a total of 1237 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14683.732986450195, "sum": 14683.732986450195, "min": 14683.732986450195}}, "EndTime": 1614517316.650516, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517301.96671}

[02/28/2021 13:01:56 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.242171728 records/second
[02/28/2021 13:01:56 INFO 140707482310464] #progress_metric: host=algo-1, completed 36 % of epochs
[02/28/2021 13:01:56 INFO 140707482310464] #quality_metric: host=algo-1, epoch=17, train loss <loss>=-1.38416570425
[02/28/2021 13:01:56 INFO 140707482310464] loss did not improve
[02/28/2021 13:01:58 INFO 140707482310464] Epoch[18] Batch[0] avg_epoch_loss=-1.449639
[02/28/2021 13:01:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, batch=0 train loss <loss>=-1.44963860512
[02/28/2021 13:02:05 INFO 140707482310464] Epoch[18] Batch[5] avg_epoch_loss=-1.417321
[02/28/2021 13:02:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, batch=5 train loss <loss>=-1.41732050975
[02/28/2021 13:02:05 INFO 140707482310464] Epoch[18] Batch [5]#011Speed: 88.94 samples/sec#011loss=-1.417321
[02/28/2021 13:02:13 INFO 140707482310464] Epoch[18] Batch[10] avg_epoch_loss=-1.532532
[02/28/2021 13:02:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, batch=10 train loss <loss>=-1.67078533173
[02/28/2021 13:02:13 INFO 140707482310464] Epoch[18] Batch [10]#011Speed: 84.80 samples/sec#011loss=-1.670785
[02/28/2021 13:02:13 INFO 140707482310464] processed a total of 1288 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16769.84214782715, "sum": 16769.84214782715, "min": 16769.84214782715}}, "EndTime": 1614517333.420925, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517316.6506}

[02/28/2021 13:02:13 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=76.8039987767 records/second
[02/28/2021 13:02:13 INFO 140707482310464] #progress_metric: host=algo-1, completed 38 % of epochs
[02/28/2021 13:02:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=18, train loss <loss>=-1.53253179247
[02/28/2021 13:02:13 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:02:13 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_10f314b4-e641-46a0-8307-57f34df5f06b-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 288.91587257385254, "sum": 288.91587257385254, "min": 288.91587257385254}}, "EndTime": 1614517333.710406, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517333.421004}

[02/28/2021 13:02:15 INFO 140707482310464] Epoch[19] Batch[0] avg_epoch_loss=-1.434191
[02/28/2021 13:02:15 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, batch=0 train loss <loss>=-1.43419086933
[02/28/2021 13:02:22 INFO 140707482310464] Epoch[19] Batch[5] avg_epoch_loss=-1.447167
[02/28/2021 13:02:22 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, batch=5 train loss <loss>=-1.44716737668
[02/28/2021 13:02:22 INFO 140707482310464] Epoch[19] Batch [5]#011Speed: 91.49 samples/sec#011loss=-1.447167
[02/28/2021 13:02:29 INFO 140707482310464] Epoch[19] Batch[10] avg_epoch_loss=-1.447527
[02/28/2021 13:02:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, batch=10 train loss <loss>=-1.44795823097
[02/28/2021 13:02:29 INFO 140707482310464] Epoch[19] Batch [10]#011Speed: 91.05 samples/sec#011loss=-1.447958
[02/28/2021 13:02:29 INFO 140707482310464] processed a total of 1312 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16031.743049621582, "sum": 16031.743049621582, "min": 16031.743049621582}}, "EndTime": 1614517349.742285, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517333.710476}

[02/28/2021 13:02:29 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.836995165 records/second
[02/28/2021 13:02:29 INFO 140707482310464] #progress_metric: host=algo-1, completed 40 % of epochs
[02/28/2021 13:02:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=19, train loss <loss>=-1.4475268559
[02/28/2021 13:02:29 INFO 140707482310464] loss did not improve
[02/28/2021 13:02:31 INFO 140707482310464] Epoch[20] Batch[0] avg_epoch_loss=-1.461861
[02/28/2021 13:02:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, batch=0 train loss <loss>=-1.46186125278
[02/28/2021 13:02:38 INFO 140707482310464] Epoch[20] Batch[5] avg_epoch_loss=-1.460296
[02/28/2021 13:02:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, batch=5 train loss <loss>=-1.46029647191
[02/28/2021 13:02:38 INFO 140707482310464] Epoch[20] Batch [5]#011Speed: 90.89 samples/sec#011loss=-1.460296
[02/28/2021 13:02:45 INFO 140707482310464] Epoch[20] Batch[10] avg_epoch_loss=-1.435085
[02/28/2021 13:02:45 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, batch=10 train loss <loss>=-1.40483214855
[02/28/2021 13:02:45 INFO 140707482310464] Epoch[20] Batch [10]#011Speed: 91.21 samples/sec#011loss=-1.404832
[02/28/2021 13:02:45 INFO 140707482310464] processed a total of 1355 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16105.248928070068, "sum": 16105.248928070068, "min": 16105.248928070068}}, "EndTime": 1614517365.848067, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517349.742369}

[02/28/2021 13:02:45 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.1334185906 records/second
[02/28/2021 13:02:45 INFO 140707482310464] #progress_metric: host=algo-1, completed 42 % of epochs
[02/28/2021 13:02:45 INFO 140707482310464] #quality_metric: host=algo-1, epoch=20, train loss <loss>=-1.43508541584
[02/28/2021 13:02:45 INFO 140707482310464] loss did not improve
[02/28/2021 13:02:47 INFO 140707482310464] Epoch[21] Batch[0] avg_epoch_loss=-1.298628
[02/28/2021 13:02:47 INFO 140707482310464] #quality_metric: host=algo-1, epoch=21, batch=0 train loss <loss>=-1.29862833023
[02/28/2021 13:02:54 INFO 140707482310464] Epoch[21] Batch[5] avg_epoch_loss=-1.449366
[02/28/2021 13:02:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=21, batch=5 train loss <loss>=-1.4493663311
[02/28/2021 13:02:54 INFO 140707482310464] Epoch[21] Batch [5]#011Speed: 91.70 samples/sec#011loss=-1.449366
[02/28/2021 13:03:00 INFO 140707482310464] processed a total of 1238 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14619.893789291382, "sum": 14619.893789291382, "min": 14619.893789291382}}, "EndTime": 1614517380.468514, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517365.848148}

[02/28/2021 13:03:00 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.678249815 records/second
[02/28/2021 13:03:00 INFO 140707482310464] #progress_metric: host=algo-1, completed 44 % of epochs
[02/28/2021 13:03:00 INFO 140707482310464] #quality_metric: host=algo-1, epoch=21, train loss <loss>=-1.48184752464
[02/28/2021 13:03:00 INFO 140707482310464] loss did not improve
[02/28/2021 13:03:02 INFO 140707482310464] Epoch[22] Batch[0] avg_epoch_loss=-1.315615
[02/28/2021 13:03:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=22, batch=0 train loss <loss>=-1.31561529636
[02/28/2021 13:03:09 INFO 140707482310464] Epoch[22] Batch[5] avg_epoch_loss=-1.378005
[02/28/2021 13:03:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=22, batch=5 train loss <loss>=-1.37800532579
[02/28/2021 13:03:09 INFO 140707482310464] Epoch[22] Batch [5]#011Speed: 86.49 samples/sec#011loss=-1.378005
[02/28/2021 13:03:15 INFO 140707482310464] processed a total of 1248 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 15171.777963638306, "sum": 15171.777963638306, "min": 15171.777963638306}}, "EndTime": 1614517395.64087, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517380.468608}

[02/28/2021 13:03:15 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.2573463144 records/second
[02/28/2021 13:03:15 INFO 140707482310464] #progress_metric: host=algo-1, completed 46 % of epochs
[02/28/2021 13:03:15 INFO 140707482310464] #quality_metric: host=algo-1, epoch=22, train loss <loss>=-1.41533461809
[02/28/2021 13:03:15 INFO 140707482310464] loss did not improve
[02/28/2021 13:03:17 INFO 140707482310464] Epoch[23] Batch[0] avg_epoch_loss=-1.592843
[02/28/2021 13:03:17 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, batch=0 train loss <loss>=-1.59284329414
[02/28/2021 13:03:24 INFO 140707482310464] Epoch[23] Batch[5] avg_epoch_loss=-1.535887
[02/28/2021 13:03:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, batch=5 train loss <loss>=-1.53588745991
[02/28/2021 13:03:24 INFO 140707482310464] Epoch[23] Batch [5]#011Speed: 91.42 samples/sec#011loss=-1.535887
[02/28/2021 13:03:31 INFO 140707482310464] Epoch[23] Batch[10] avg_epoch_loss=-1.508167
[02/28/2021 13:03:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, batch=10 train loss <loss>=-1.47490265369
[02/28/2021 13:03:31 INFO 140707482310464] Epoch[23] Batch [10]#011Speed: 89.84 samples/sec#011loss=-1.474903
[02/28/2021 13:03:31 INFO 140707482310464] processed a total of 1288 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16184.391021728516, "sum": 16184.391021728516, "min": 16184.391021728516}}, "EndTime": 1614517411.825803, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517395.640952}

[02/28/2021 13:03:31 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=79.5822625889 records/second
[02/28/2021 13:03:31 INFO 140707482310464] #progress_metric: host=algo-1, completed 48 % of epochs
[02/28/2021 13:03:31 INFO 140707482310464] #quality_metric: host=algo-1, epoch=23, train loss <loss>=-1.50816709345
[02/28/2021 13:03:31 INFO 140707482310464] loss did not improve
[02/28/2021 13:03:33 INFO 140707482310464] Epoch[24] Batch[0] avg_epoch_loss=-1.531702
[02/28/2021 13:03:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=24, batch=0 train loss <loss>=-1.53170192242
[02/28/2021 13:03:40 INFO 140707482310464] Epoch[24] Batch[5] avg_epoch_loss=-1.433922
[02/28/2021 13:03:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=24, batch=5 train loss <loss>=-1.43392209212
[02/28/2021 13:03:40 INFO 140707482310464] Epoch[24] Batch [5]#011Speed: 91.53 samples/sec#011loss=-1.433922
[02/28/2021 13:03:46 INFO 140707482310464] processed a total of 1251 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14693.251132965088, "sum": 14693.251132965088, "min": 14693.251132965088}}, "EndTime": 1614517426.519596, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517411.825886}

[02/28/2021 13:03:46 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.1403822676 records/second
[02/28/2021 13:03:46 INFO 140707482310464] #progress_metric: host=algo-1, completed 50 % of epochs
[02/28/2021 13:03:46 INFO 140707482310464] #quality_metric: host=algo-1, epoch=24, train loss <loss>=-1.4690964222
[02/28/2021 13:03:46 INFO 140707482310464] loss did not improve
[02/28/2021 13:03:48 INFO 140707482310464] Epoch[25] Batch[0] avg_epoch_loss=-1.451640
[02/28/2021 13:03:48 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, batch=0 train loss <loss>=-1.45164012909
[02/28/2021 13:03:55 INFO 140707482310464] Epoch[25] Batch[5] avg_epoch_loss=-1.509514
[02/28/2021 13:03:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, batch=5 train loss <loss>=-1.50951395432
[02/28/2021 13:03:55 INFO 140707482310464] Epoch[25] Batch [5]#011Speed: 90.66 samples/sec#011loss=-1.509514
[02/28/2021 13:04:02 INFO 140707482310464] Epoch[25] Batch[10] avg_epoch_loss=-1.469994
[02/28/2021 13:04:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, batch=10 train loss <loss>=-1.4225689888
[02/28/2021 13:04:02 INFO 140707482310464] Epoch[25] Batch [10]#011Speed: 90.40 samples/sec#011loss=-1.422569
[02/28/2021 13:04:02 INFO 140707482310464] processed a total of 1297 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16150.491952896118, "sum": 16150.491952896118, "min": 16150.491952896118}}, "EndTime": 1614517442.670664, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517426.519686}

[02/28/2021 13:04:02 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.3065442674 records/second
[02/28/2021 13:04:02 INFO 140707482310464] #progress_metric: host=algo-1, completed 52 % of epochs
[02/28/2021 13:04:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=25, train loss <loss>=-1.46999351545
[02/28/2021 13:04:02 INFO 140707482310464] loss did not improve
[02/28/2021 13:04:04 INFO 140707482310464] Epoch[26] Batch[0] avg_epoch_loss=-1.480694
[02/28/2021 13:04:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=26, batch=0 train loss <loss>=-1.48069393635
[02/28/2021 13:04:12 INFO 140707482310464] Epoch[26] Batch[5] avg_epoch_loss=-1.482773
[02/28/2021 13:04:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=26, batch=5 train loss <loss>=-1.48277344306
[02/28/2021 13:04:12 INFO 140707482310464] Epoch[26] Batch [5]#011Speed: 86.09 samples/sec#011loss=-1.482773
[02/28/2021 13:04:17 INFO 140707482310464] processed a total of 1241 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 15146.629095077515, "sum": 15146.629095077515, "min": 15146.629095077515}}, "EndTime": 1614517457.817824, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517442.670744}

[02/28/2021 13:04:17 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.9317341544 records/second
[02/28/2021 13:04:17 INFO 140707482310464] #progress_metric: host=algo-1, completed 54 % of epochs
[02/28/2021 13:04:17 INFO 140707482310464] #quality_metric: host=algo-1, epoch=26, train loss <loss>=-1.5589790225
[02/28/2021 13:04:17 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:04:18 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_4ec240e4-fff9-43c5-897f-bd0935d3e313-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 288.4058952331543, "sum": 288.4058952331543, "min": 288.4058952331543}}, "EndTime": 1614517458.106833, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517457.817912}

[02/28/2021 13:04:20 INFO 140707482310464] Epoch[27] Batch[0] avg_epoch_loss=-1.555226
[02/28/2021 13:04:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=27, batch=0 train loss <loss>=-1.55522608757
[02/28/2021 13:04:27 INFO 140707482310464] Epoch[27] Batch[5] avg_epoch_loss=-1.517439
[02/28/2021 13:04:27 INFO 140707482310464] #quality_metric: host=algo-1, epoch=27, batch=5 train loss <loss>=-1.51743930578
[02/28/2021 13:04:27 INFO 140707482310464] Epoch[27] Batch [5]#011Speed: 91.80 samples/sec#011loss=-1.517439
[02/28/2021 13:04:32 INFO 140707482310464] processed a total of 1273 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14669.855833053589, "sum": 14669.855833053589, "min": 14669.855833053589}}, "EndTime": 1614517472.776815, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517458.106889}

[02/28/2021 13:04:32 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.7757986204 records/second
[02/28/2021 13:04:32 INFO 140707482310464] #progress_metric: host=algo-1, completed 56 % of epochs
[02/28/2021 13:04:32 INFO 140707482310464] #quality_metric: host=algo-1, epoch=27, train loss <loss>=-1.51325926781
[02/28/2021 13:04:32 INFO 140707482310464] loss did not improve
[02/28/2021 13:04:34 INFO 140707482310464] Epoch[28] Batch[0] avg_epoch_loss=-1.265907
[02/28/2021 13:04:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, batch=0 train loss <loss>=-1.26590657234
[02/28/2021 13:04:41 INFO 140707482310464] Epoch[28] Batch[5] avg_epoch_loss=-1.489309
[02/28/2021 13:04:41 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, batch=5 train loss <loss>=-1.48930907249
[02/28/2021 13:04:41 INFO 140707482310464] Epoch[28] Batch [5]#011Speed: 91.85 samples/sec#011loss=-1.489309
[02/28/2021 13:04:49 INFO 140707482310464] Epoch[28] Batch[10] avg_epoch_loss=-1.587930
[02/28/2021 13:04:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, batch=10 train loss <loss>=-1.70627453327
[02/28/2021 13:04:49 INFO 140707482310464] Epoch[28] Batch [10]#011Speed: 88.66 samples/sec#011loss=-1.706275
[02/28/2021 13:04:49 INFO 140707482310464] processed a total of 1309 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16223.929166793823, "sum": 16223.929166793823, "min": 16223.929166793823}}, "EndTime": 1614517489.001291, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517472.776908}

[02/28/2021 13:04:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.6827053935 records/second
[02/28/2021 13:04:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 58 % of epochs
[02/28/2021 13:04:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=28, train loss <loss>=-1.58792973648
[02/28/2021 13:04:49 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:04:49 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_1df9e926-f4b7-4026-a51a-3062fd1d6401-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 307.96098709106445, "sum": 307.96098709106445, "min": 307.96098709106445}}, "EndTime": 1614517489.309841, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517489.001374}

[02/28/2021 13:04:51 INFO 140707482310464] Epoch[29] Batch[0] avg_epoch_loss=-1.544904
[02/28/2021 13:04:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=29, batch=0 train loss <loss>=-1.54490447044
[02/28/2021 13:04:58 INFO 140707482310464] Epoch[29] Batch[5] avg_epoch_loss=-1.522637
[02/28/2021 13:04:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=29, batch=5 train loss <loss>=-1.52263738712
[02/28/2021 13:04:58 INFO 140707482310464] Epoch[29] Batch [5]#011Speed: 91.63 samples/sec#011loss=-1.522637
[02/28/2021 13:05:04 INFO 140707482310464] processed a total of 1273 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14820.631980895996, "sum": 14820.631980895996, "min": 14820.631980895996}}, "EndTime": 1614517504.130589, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517489.309894}

[02/28/2021 13:05:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.8930711295 records/second
[02/28/2021 13:05:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 60 % of epochs
[02/28/2021 13:05:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=29, train loss <loss>=-1.51635758877
[02/28/2021 13:05:04 INFO 140707482310464] loss did not improve
[02/28/2021 13:05:06 INFO 140707482310464] Epoch[30] Batch[0] avg_epoch_loss=-1.534626
[02/28/2021 13:05:06 INFO 140707482310464] #quality_metric: host=algo-1, epoch=30, batch=0 train loss <loss>=-1.53462612629
[02/28/2021 13:05:13 INFO 140707482310464] Epoch[30] Batch[5] avg_epoch_loss=-1.508696
[02/28/2021 13:05:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=30, batch=5 train loss <loss>=-1.50869584084
[02/28/2021 13:05:13 INFO 140707482310464] Epoch[30] Batch [5]#011Speed: 90.94 samples/sec#011loss=-1.508696
[02/28/2021 13:05:19 INFO 140707482310464] processed a total of 1249 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14940.144062042236, "sum": 14940.144062042236, "min": 14940.144062042236}}, "EndTime": 1614517519.071331, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517504.13067}

[02/28/2021 13:05:19 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.5995657477 records/second
[02/28/2021 13:05:19 INFO 140707482310464] #progress_metric: host=algo-1, completed 62 % of epochs
[02/28/2021 13:05:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=30, train loss <loss>=-1.49366034269
[02/28/2021 13:05:19 INFO 140707482310464] loss did not improve
[02/28/2021 13:05:21 INFO 140707482310464] Epoch[31] Batch[0] avg_epoch_loss=-1.640812
[02/28/2021 13:05:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=31, batch=0 train loss <loss>=-1.64081215858
[02/28/2021 13:05:28 INFO 140707482310464] Epoch[31] Batch[5] avg_epoch_loss=-1.591760
[02/28/2021 13:05:28 INFO 140707482310464] #quality_metric: host=algo-1, epoch=31, batch=5 train loss <loss>=-1.59176047643
[02/28/2021 13:05:28 INFO 140707482310464] Epoch[31] Batch [5]#011Speed: 91.56 samples/sec#011loss=-1.591760
[02/28/2021 13:05:33 INFO 140707482310464] processed a total of 1248 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14608.45398902893, "sum": 14608.45398902893, "min": 14608.45398902893}}, "EndTime": 1614517533.680353, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517519.071418}

[02/28/2021 13:05:33 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.4292582398 records/second
[02/28/2021 13:05:33 INFO 140707482310464] #progress_metric: host=algo-1, completed 64 % of epochs
[02/28/2021 13:05:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=31, train loss <loss>=-1.51034787893
[02/28/2021 13:05:33 INFO 140707482310464] loss did not improve
[02/28/2021 13:05:35 INFO 140707482310464] Epoch[32] Batch[0] avg_epoch_loss=-1.497167
[02/28/2021 13:05:35 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, batch=0 train loss <loss>=-1.49716734886
[02/28/2021 13:05:42 INFO 140707482310464] Epoch[32] Batch[5] avg_epoch_loss=-1.479605
[02/28/2021 13:05:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, batch=5 train loss <loss>=-1.47960511843
[02/28/2021 13:05:42 INFO 140707482310464] Epoch[32] Batch [5]#011Speed: 91.77 samples/sec#011loss=-1.479605
[02/28/2021 13:05:49 INFO 140707482310464] Epoch[32] Batch[10] avg_epoch_loss=-1.449126
[02/28/2021 13:05:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, batch=10 train loss <loss>=-1.41255017519
[02/28/2021 13:05:49 INFO 140707482310464] Epoch[32] Batch [10]#011Speed: 90.44 samples/sec#011loss=-1.412550
[02/28/2021 13:05:49 INFO 140707482310464] processed a total of 1324 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16108.60300064087, "sum": 16108.60300064087, "min": 16108.60300064087}}, "EndTime": 1614517549.789557, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517533.68044}

[02/28/2021 13:05:49 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=82.1914572788 records/second
[02/28/2021 13:05:49 INFO 140707482310464] #progress_metric: host=algo-1, completed 66 % of epochs
[02/28/2021 13:05:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=32, train loss <loss>=-1.44912559878
[02/28/2021 13:05:49 INFO 140707482310464] loss did not improve
[02/28/2021 13:05:51 INFO 140707482310464] Epoch[33] Batch[0] avg_epoch_loss=-1.479449
[02/28/2021 13:05:51 INFO 140707482310464] #quality_metric: host=algo-1, epoch=33, batch=0 train loss <loss>=-1.47944939137
[02/28/2021 13:05:58 INFO 140707482310464] Epoch[33] Batch[5] avg_epoch_loss=-1.565385
[02/28/2021 13:05:58 INFO 140707482310464] #quality_metric: host=algo-1, epoch=33, batch=5 train loss <loss>=-1.56538540125
[02/28/2021 13:05:58 INFO 140707482310464] Epoch[33] Batch [5]#011Speed: 91.56 samples/sec#011loss=-1.565385
[02/28/2021 13:06:04 INFO 140707482310464] processed a total of 1279 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14942.646026611328, "sum": 14942.646026611328, "min": 14942.646026611328}}, "EndTime": 1614517564.732737, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517549.789647}

[02/28/2021 13:06:04 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=85.5933139337 records/second
[02/28/2021 13:06:04 INFO 140707482310464] #progress_metric: host=algo-1, completed 68 % of epochs
[02/28/2021 13:06:04 INFO 140707482310464] #quality_metric: host=algo-1, epoch=33, train loss <loss>=-1.572267735
[02/28/2021 13:06:04 INFO 140707482310464] loss did not improve
[02/28/2021 13:06:06 INFO 140707482310464] Epoch[34] Batch[0] avg_epoch_loss=-1.574586
[02/28/2021 13:06:06 INFO 140707482310464] #quality_metric: host=algo-1, epoch=34, batch=0 train loss <loss>=-1.57458555698
[02/28/2021 13:06:13 INFO 140707482310464] Epoch[34] Batch[5] avg_epoch_loss=-1.594810
[02/28/2021 13:06:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=34, batch=5 train loss <loss>=-1.59481028716
[02/28/2021 13:06:13 INFO 140707482310464] Epoch[34] Batch [5]#011Speed: 91.56 samples/sec#011loss=-1.594810
[02/28/2021 13:06:19 INFO 140707482310464] processed a total of 1242 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14715.281963348389, "sum": 14715.281963348389, "min": 14715.281963348389}}, "EndTime": 1614517579.44857, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517564.732817}

[02/28/2021 13:06:19 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.4014042583 records/second
[02/28/2021 13:06:19 INFO 140707482310464] #progress_metric: host=algo-1, completed 70 % of epochs
[02/28/2021 13:06:19 INFO 140707482310464] #quality_metric: host=algo-1, epoch=34, train loss <loss>=-1.54471563101
[02/28/2021 13:06:19 INFO 140707482310464] loss did not improve
[02/28/2021 13:06:21 INFO 140707482310464] Epoch[35] Batch[0] avg_epoch_loss=-1.617471
[02/28/2021 13:06:21 INFO 140707482310464] #quality_metric: host=algo-1, epoch=35, batch=0 train loss <loss>=-1.61747062206
[02/28/2021 13:06:28 INFO 140707482310464] Epoch[35] Batch[5] avg_epoch_loss=-1.602265
[02/28/2021 13:06:28 INFO 140707482310464] #quality_metric: host=algo-1, epoch=35, batch=5 train loss <loss>=-1.60226470232
[02/28/2021 13:06:28 INFO 140707482310464] Epoch[35] Batch [5]#011Speed: 91.28 samples/sec#011loss=-1.602265
[02/28/2021 13:06:34 INFO 140707482310464] processed a total of 1268 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14590.759992599487, "sum": 14590.759992599487, "min": 14590.759992599487}}, "EndTime": 1614517594.039817, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517579.448662}

[02/28/2021 13:06:34 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.9038036147 records/second
[02/28/2021 13:06:34 INFO 140707482310464] #progress_metric: host=algo-1, completed 72 % of epochs
[02/28/2021 13:06:34 INFO 140707482310464] #quality_metric: host=algo-1, epoch=35, train loss <loss>=-1.57395133972
[02/28/2021 13:06:34 INFO 140707482310464] loss did not improve
[02/28/2021 13:06:36 INFO 140707482310464] Epoch[36] Batch[0] avg_epoch_loss=-1.585188
[02/28/2021 13:06:36 INFO 140707482310464] #quality_metric: host=algo-1, epoch=36, batch=0 train loss <loss>=-1.58518755436
[02/28/2021 13:06:43 INFO 140707482310464] Epoch[36] Batch[5] avg_epoch_loss=-1.592483
[02/28/2021 13:06:43 INFO 140707482310464] #quality_metric: host=algo-1, epoch=36, batch=5 train loss <loss>=-1.59248348077
[02/28/2021 13:06:43 INFO 140707482310464] Epoch[36] Batch [5]#011Speed: 91.49 samples/sec#011loss=-1.592483
[02/28/2021 13:06:48 INFO 140707482310464] processed a total of 1278 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14644.879817962646, "sum": 14644.879817962646, "min": 14644.879817962646}}, "EndTime": 1614517608.685116, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517594.039878}

[02/28/2021 13:06:48 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=87.265285469 records/second
[02/28/2021 13:06:48 INFO 140707482310464] #progress_metric: host=algo-1, completed 74 % of epochs
[02/28/2021 13:06:48 INFO 140707482310464] #quality_metric: host=algo-1, epoch=36, train loss <loss>=-1.591749084
[02/28/2021 13:06:48 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:06:48 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_6df4ca3d-3dfb-488d-8bb3-dbf1ae49ce32-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 296.72908782958984, "sum": 296.72908782958984, "min": 296.72908782958984}}, "EndTime": 1614517608.982477, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517608.685201}

[02/28/2021 13:06:50 INFO 140707482310464] Epoch[37] Batch[0] avg_epoch_loss=-1.446877
[02/28/2021 13:06:50 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, batch=0 train loss <loss>=-1.44687688351
[02/28/2021 13:06:57 INFO 140707482310464] Epoch[37] Batch[5] avg_epoch_loss=-1.553485
[02/28/2021 13:06:57 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, batch=5 train loss <loss>=-1.55348483721
[02/28/2021 13:06:57 INFO 140707482310464] Epoch[37] Batch [5]#011Speed: 91.92 samples/sec#011loss=-1.553485
[02/28/2021 13:07:05 INFO 140707482310464] Epoch[37] Batch[10] avg_epoch_loss=-1.599706
[02/28/2021 13:07:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, batch=10 train loss <loss>=-1.65517084599
[02/28/2021 13:07:05 INFO 140707482310464] Epoch[37] Batch [10]#011Speed: 86.64 samples/sec#011loss=-1.655171
[02/28/2021 13:07:05 INFO 140707482310464] processed a total of 1312 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16327.296018600464, "sum": 16327.296018600464, "min": 16327.296018600464}}, "EndTime": 1614517625.309884, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517608.982535}

[02/28/2021 13:07:05 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.3556918754 records/second
[02/28/2021 13:07:05 INFO 140707482310464] #progress_metric: host=algo-1, completed 76 % of epochs
[02/28/2021 13:07:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=37, train loss <loss>=-1.59970575029
[02/28/2021 13:07:05 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:07:05 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_028d5f52-3cf4-48fc-8eb4-e1438a6b38d8-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 356.65297508239746, "sum": 356.65297508239746, "min": 356.65297508239746}}, "EndTime": 1614517625.66711, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517625.309962}

[02/28/2021 13:07:07 INFO 140707482310464] Epoch[38] Batch[0] avg_epoch_loss=-1.488816
[02/28/2021 13:07:07 INFO 140707482310464] #quality_metric: host=algo-1, epoch=38, batch=0 train loss <loss>=-1.48881554604
[02/28/2021 13:07:14 INFO 140707482310464] Epoch[38] Batch[5] avg_epoch_loss=-1.614088
[02/28/2021 13:07:14 INFO 140707482310464] #quality_metric: host=algo-1, epoch=38, batch=5 train loss <loss>=-1.61408795913
[02/28/2021 13:07:14 INFO 140707482310464] Epoch[38] Batch [5]#011Speed: 91.20 samples/sec#011loss=-1.614088
[02/28/2021 13:07:20 INFO 140707482310464] processed a total of 1247 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14694.09203529358, "sum": 14694.09203529358, "min": 14694.09203529358}}, "EndTime": 1614517640.361319, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517625.667176}

[02/28/2021 13:07:20 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=84.8634841196 records/second
[02/28/2021 13:07:20 INFO 140707482310464] #progress_metric: host=algo-1, completed 78 % of epochs
[02/28/2021 13:07:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=38, train loss <loss>=-1.6026632309
[02/28/2021 13:07:20 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:07:20 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_99a62c9c-2a40-4739-bd8b-4c6cf1f7da5e-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 286.0410213470459, "sum": 286.0410213470459, "min": 286.0410213470459}}, "EndTime": 1614517640.647881, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517640.361383}

[02/28/2021 13:07:22 INFO 140707482310464] Epoch[39] Batch[0] avg_epoch_loss=-1.725779
[02/28/2021 13:07:22 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, batch=0 train loss <loss>=-1.72577869892
[02/28/2021 13:07:29 INFO 140707482310464] Epoch[39] Batch[5] avg_epoch_loss=-1.689838
[02/28/2021 13:07:29 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, batch=5 train loss <loss>=-1.68983813127
[02/28/2021 13:07:29 INFO 140707482310464] Epoch[39] Batch [5]#011Speed: 90.89 samples/sec#011loss=-1.689838
[02/28/2021 13:07:36 INFO 140707482310464] Epoch[39] Batch[10] avg_epoch_loss=-1.558078
[02/28/2021 13:07:36 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, batch=10 train loss <loss>=-1.39996606708
[02/28/2021 13:07:36 INFO 140707482310464] Epoch[39] Batch [10]#011Speed: 90.58 samples/sec#011loss=-1.399966
[02/28/2021 13:07:36 INFO 140707482310464] processed a total of 1300 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16087.426900863647, "sum": 16087.426900863647, "min": 16087.426900863647}}, "EndTime": 1614517656.735431, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517640.647942}

[02/28/2021 13:07:36 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=80.8079653611 records/second
[02/28/2021 13:07:36 INFO 140707482310464] #progress_metric: host=algo-1, completed 80 % of epochs
[02/28/2021 13:07:36 INFO 140707482310464] #quality_metric: host=algo-1, epoch=39, train loss <loss>=-1.55807810209
[02/28/2021 13:07:36 INFO 140707482310464] loss did not improve
[02/28/2021 13:07:38 INFO 140707482310464] Epoch[40] Batch[0] avg_epoch_loss=-1.265667
[02/28/2021 13:07:38 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, batch=0 train loss <loss>=-1.26566696167
[02/28/2021 13:07:45 INFO 140707482310464] Epoch[40] Batch[5] avg_epoch_loss=-1.291408
[02/28/2021 13:07:45 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, batch=5 train loss <loss>=-1.29140776396
[02/28/2021 13:07:45 INFO 140707482310464] Epoch[40] Batch [5]#011Speed: 90.56 samples/sec#011loss=-1.291408
[02/28/2021 13:07:52 INFO 140707482310464] Epoch[40] Batch[10] avg_epoch_loss=-1.297744
[02/28/2021 13:07:52 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, batch=10 train loss <loss>=-1.30534818172
[02/28/2021 13:07:52 INFO 140707482310464] Epoch[40] Batch [10]#011Speed: 90.02 samples/sec#011loss=-1.305348
[02/28/2021 13:07:52 INFO 140707482310464] processed a total of 1293 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16168.591976165771, "sum": 16168.591976165771, "min": 16168.591976165771}}, "EndTime": 1614517672.904398, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517656.73549}

[02/28/2021 13:07:52 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=79.9694131654 records/second
[02/28/2021 13:07:52 INFO 140707482310464] #progress_metric: host=algo-1, completed 82 % of epochs
[02/28/2021 13:07:52 INFO 140707482310464] #quality_metric: host=algo-1, epoch=40, train loss <loss>=-1.29774431749
[02/28/2021 13:07:52 INFO 140707482310464] loss did not improve
[02/28/2021 13:07:54 INFO 140707482310464] Epoch[41] Batch[0] avg_epoch_loss=-1.509303
[02/28/2021 13:07:54 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, batch=0 train loss <loss>=-1.50930297375
[02/28/2021 13:08:02 INFO 140707482310464] Epoch[41] Batch[5] avg_epoch_loss=-1.481624
[02/28/2021 13:08:02 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, batch=5 train loss <loss>=-1.48162355026
[02/28/2021 13:08:02 INFO 140707482310464] Epoch[41] Batch [5]#011Speed: 89.47 samples/sec#011loss=-1.481624
[02/28/2021 13:08:09 INFO 140707482310464] Epoch[41] Batch[10] avg_epoch_loss=-1.482126
[02/28/2021 13:08:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, batch=10 train loss <loss>=-1.48272967339
[02/28/2021 13:08:09 INFO 140707482310464] Epoch[41] Batch [10]#011Speed: 84.13 samples/sec#011loss=-1.482730
[02/28/2021 13:08:09 INFO 140707482310464] processed a total of 1366 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16757.025957107544, "sum": 16757.025957107544, "min": 16757.025957107544}}, "EndTime": 1614517689.661921, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517672.904458}

[02/28/2021 13:08:09 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.5174177695 records/second
[02/28/2021 13:08:09 INFO 140707482310464] #progress_metric: host=algo-1, completed 84 % of epochs
[02/28/2021 13:08:09 INFO 140707482310464] #quality_metric: host=algo-1, epoch=41, train loss <loss>=-1.4821263335
[02/28/2021 13:08:09 INFO 140707482310464] loss did not improve
[02/28/2021 13:08:11 INFO 140707482310464] Epoch[42] Batch[0] avg_epoch_loss=-1.457484
[02/28/2021 13:08:11 INFO 140707482310464] #quality_metric: host=algo-1, epoch=42, batch=0 train loss <loss>=-1.45748448372
[02/28/2021 13:08:18 INFO 140707482310464] Epoch[42] Batch[5] avg_epoch_loss=-1.572818
[02/28/2021 13:08:18 INFO 140707482310464] #quality_metric: host=algo-1, epoch=42, batch=5 train loss <loss>=-1.57281786203
[02/28/2021 13:08:18 INFO 140707482310464] Epoch[42] Batch [5]#011Speed: 90.02 samples/sec#011loss=-1.572818
[02/28/2021 13:08:24 INFO 140707482310464] processed a total of 1226 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14761.455059051514, "sum": 14761.455059051514, "min": 14761.455059051514}}, "EndTime": 1614517704.42394, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517689.662002}

[02/28/2021 13:08:24 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.0536534194 records/second
[02/28/2021 13:08:24 INFO 140707482310464] #progress_metric: host=algo-1, completed 86 % of epochs
[02/28/2021 13:08:24 INFO 140707482310464] #quality_metric: host=algo-1, epoch=42, train loss <loss>=-1.60731004477
[02/28/2021 13:08:24 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:08:24 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_5f36abd3-638a-4379-9301-0e724ecdb6c9-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 275.0828266143799, "sum": 275.0828266143799, "min": 275.0828266143799}}, "EndTime": 1614517704.699553, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517704.423995}

[02/28/2021 13:08:26 INFO 140707482310464] Epoch[43] Batch[0] avg_epoch_loss=-1.470080
[02/28/2021 13:08:26 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, batch=0 train loss <loss>=-1.47008013725
[02/28/2021 13:08:33 INFO 140707482310464] Epoch[43] Batch[5] avg_epoch_loss=-1.596358
[02/28/2021 13:08:33 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, batch=5 train loss <loss>=-1.59635812044
[02/28/2021 13:08:33 INFO 140707482310464] Epoch[43] Batch [5]#011Speed: 90.81 samples/sec#011loss=-1.596358
[02/28/2021 13:08:40 INFO 140707482310464] Epoch[43] Batch[10] avg_epoch_loss=-1.593306
[02/28/2021 13:08:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, batch=10 train loss <loss>=-1.58964271545
[02/28/2021 13:08:40 INFO 140707482310464] Epoch[43] Batch [10]#011Speed: 91.32 samples/sec#011loss=-1.589643
[02/28/2021 13:08:40 INFO 140707482310464] processed a total of 1315 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16040.69995880127, "sum": 16040.69995880127, "min": 16040.69995880127}}, "EndTime": 1614517720.74038, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517704.699616}

[02/28/2021 13:08:40 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=81.9783728192 records/second
[02/28/2021 13:08:40 INFO 140707482310464] #progress_metric: host=algo-1, completed 88 % of epochs
[02/28/2021 13:08:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=43, train loss <loss>=-1.59330566363
[02/28/2021 13:08:40 INFO 140707482310464] loss did not improve
[02/28/2021 13:08:42 INFO 140707482310464] Epoch[44] Batch[0] avg_epoch_loss=-1.635806
[02/28/2021 13:08:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=44, batch=0 train loss <loss>=-1.63580560684
[02/28/2021 13:08:49 INFO 140707482310464] Epoch[44] Batch[5] avg_epoch_loss=-1.648871
[02/28/2021 13:08:49 INFO 140707482310464] #quality_metric: host=algo-1, epoch=44, batch=5 train loss <loss>=-1.64887064695
[02/28/2021 13:08:49 INFO 140707482310464] Epoch[44] Batch [5]#011Speed: 89.64 samples/sec#011loss=-1.648871
[02/28/2021 13:08:55 INFO 140707482310464] processed a total of 1276 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14798.588037490845, "sum": 14798.588037490845, "min": 14798.588037490845}}, "EndTime": 1614517735.539507, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517720.740461}

[02/28/2021 13:08:55 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.2237018633 records/second
[02/28/2021 13:08:55 INFO 140707482310464] #progress_metric: host=algo-1, completed 90 % of epochs
[02/28/2021 13:08:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=44, train loss <loss>=-1.64805047512
[02/28/2021 13:08:55 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:08:55 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_c5e1f033-f43b-49e8-9d5a-ed38905ac1a3-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 314.3761157989502, "sum": 314.3761157989502, "min": 314.3761157989502}}, "EndTime": 1614517735.8545, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517735.539591}

[02/28/2021 13:08:57 INFO 140707482310464] Epoch[45] Batch[0] avg_epoch_loss=-1.662719
[02/28/2021 13:08:57 INFO 140707482310464] #quality_metric: host=algo-1, epoch=45, batch=0 train loss <loss>=-1.66271901131
[02/28/2021 13:09:05 INFO 140707482310464] Epoch[45] Batch[5] avg_epoch_loss=-1.623326
[02/28/2021 13:09:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=45, batch=5 train loss <loss>=-1.62332648039
[02/28/2021 13:09:05 INFO 140707482310464] Epoch[45] Batch [5]#011Speed: 86.85 samples/sec#011loss=-1.623326
[02/28/2021 13:09:11 INFO 140707482310464] processed a total of 1266 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 15170.687913894653, "sum": 15170.687913894653, "min": 15170.687913894653}}, "EndTime": 1614517751.025331, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517735.854576}

[02/28/2021 13:09:11 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.4497419967 records/second
[02/28/2021 13:09:11 INFO 140707482310464] #progress_metric: host=algo-1, completed 92 % of epochs
[02/28/2021 13:09:11 INFO 140707482310464] #quality_metric: host=algo-1, epoch=45, train loss <loss>=-1.62704837322
[02/28/2021 13:09:11 INFO 140707482310464] loss did not improve
[02/28/2021 13:09:13 INFO 140707482310464] Epoch[46] Batch[0] avg_epoch_loss=-1.593773
[02/28/2021 13:09:13 INFO 140707482310464] #quality_metric: host=algo-1, epoch=46, batch=0 train loss <loss>=-1.59377288818
[02/28/2021 13:09:20 INFO 140707482310464] Epoch[46] Batch[5] avg_epoch_loss=-1.618302
[02/28/2021 13:09:20 INFO 140707482310464] #quality_metric: host=algo-1, epoch=46, batch=5 train loss <loss>=-1.61830238501
[02/28/2021 13:09:20 INFO 140707482310464] Epoch[46] Batch [5]#011Speed: 90.58 samples/sec#011loss=-1.618302
[02/28/2021 13:09:25 INFO 140707482310464] processed a total of 1267 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14706.341981887817, "sum": 14706.341981887817, "min": 14706.341981887817}}, "EndTime": 1614517765.732232, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517751.025415}

[02/28/2021 13:09:25 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=86.1525866001 records/second
[02/28/2021 13:09:25 INFO 140707482310464] #progress_metric: host=algo-1, completed 94 % of epochs
[02/28/2021 13:09:25 INFO 140707482310464] #quality_metric: host=algo-1, epoch=46, train loss <loss>=-1.65111070871
[02/28/2021 13:09:25 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:09:26 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_8d01fdae-5e9a-480b-90cf-cd7ac89ecb79-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 293.612003326416, "sum": 293.612003326416, "min": 293.612003326416}}, "EndTime": 1614517766.026491, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517765.732319}

[02/28/2021 13:09:28 INFO 140707482310464] Epoch[47] Batch[0] avg_epoch_loss=-1.576820
[02/28/2021 13:09:28 INFO 140707482310464] #quality_metric: host=algo-1, epoch=47, batch=0 train loss <loss>=-1.57682025433
[02/28/2021 13:09:35 INFO 140707482310464] Epoch[47] Batch[5] avg_epoch_loss=-1.603123
[02/28/2021 13:09:35 INFO 140707482310464] #quality_metric: host=algo-1, epoch=47, batch=5 train loss <loss>=-1.6031229496
[02/28/2021 13:09:35 INFO 140707482310464] Epoch[47] Batch [5]#011Speed: 91.71 samples/sec#011loss=-1.603123
[02/28/2021 13:09:40 INFO 140707482310464] processed a total of 1274 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14576.210975646973, "sum": 14576.210975646973, "min": 14576.210975646973}}, "EndTime": 1614517780.602845, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517766.026562}

[02/28/2021 13:09:40 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=87.4018645962 records/second
[02/28/2021 13:09:40 INFO 140707482310464] #progress_metric: host=algo-1, completed 96 % of epochs
[02/28/2021 13:09:40 INFO 140707482310464] #quality_metric: host=algo-1, epoch=47, train loss <loss>=-1.65200663805
[02/28/2021 13:09:40 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:09:40 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_3a7bfd55-8d35-4c6d-9ce5-00a79633322a-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 294.4071292877197, "sum": 294.4071292877197, "min": 294.4071292877197}}, "EndTime": 1614517780.897861, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517780.602937}

[02/28/2021 13:09:42 INFO 140707482310464] Epoch[48] Batch[0] avg_epoch_loss=-1.658231
[02/28/2021 13:09:42 INFO 140707482310464] #quality_metric: host=algo-1, epoch=48, batch=0 train loss <loss>=-1.65823090076
[02/28/2021 13:09:50 INFO 140707482310464] Epoch[48] Batch[5] avg_epoch_loss=-1.633994
[02/28/2021 13:09:50 INFO 140707482310464] #quality_metric: host=algo-1, epoch=48, batch=5 train loss <loss>=-1.63399356604
[02/28/2021 13:09:50 INFO 140707482310464] Epoch[48] Batch [5]#011Speed: 89.49 samples/sec#011loss=-1.633994
[02/28/2021 13:09:55 INFO 140707482310464] processed a total of 1239 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 14750.887155532837, "sum": 14750.887155532837, "min": 14750.887155532837}}, "EndTime": 1614517795.648863, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517780.897921}

[02/28/2021 13:09:55 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=83.9942651559 records/second
[02/28/2021 13:09:55 INFO 140707482310464] #progress_metric: host=algo-1, completed 98 % of epochs
[02/28/2021 13:09:55 INFO 140707482310464] #quality_metric: host=algo-1, epoch=48, train loss <loss>=-1.62342175245
[02/28/2021 13:09:55 INFO 140707482310464] loss did not improve
[02/28/2021 13:09:57 INFO 140707482310464] Epoch[49] Batch[0] avg_epoch_loss=-1.704409
[02/28/2021 13:09:57 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, batch=0 train loss <loss>=-1.70440864563
[02/28/2021 13:10:05 INFO 140707482310464] Epoch[49] Batch[5] avg_epoch_loss=-1.634224
[02/28/2021 13:10:05 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, batch=5 train loss <loss>=-1.63422371944
[02/28/2021 13:10:05 INFO 140707482310464] Epoch[49] Batch [5]#011Speed: 85.61 samples/sec#011loss=-1.634224
[02/28/2021 13:10:12 INFO 140707482310464] Epoch[49] Batch[10] avg_epoch_loss=-1.663469
[02/28/2021 13:10:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, batch=10 train loss <loss>=-1.69856319427
[02/28/2021 13:10:12 INFO 140707482310464] Epoch[49] Batch [10]#011Speed: 89.39 samples/sec#011loss=-1.698563
[02/28/2021 13:10:12 INFO 140707482310464] processed a total of 1329 examples
#metrics {"Metrics": {"update.time": {"count": 1, "max": 16673.410177230835, "sum": 16673.410177230835, "min": 16673.410177230835}}, "EndTime": 1614517812.322837, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517795.648948}

[02/28/2021 13:10:12 INFO 140707482310464] #throughput_metric: host=algo-1, train throughput=79.7072148497 records/second
[02/28/2021 13:10:12 INFO 140707482310464] #progress_metric: host=algo-1, completed 100 % of epochs
[02/28/2021 13:10:12 INFO 140707482310464] #quality_metric: host=algo-1, epoch=49, train loss <loss>=-1.66346893527
[02/28/2021 13:10:12 INFO 140707482310464] best epoch loss so far
[02/28/2021 13:10:12 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/state_a7cdd91f-b7fb-4bda-9c17-ce771a65f835-0000.params"
#metrics {"Metrics": {"state.serialize.time": {"count": 1, "max": 288.7148857116699, "sum": 288.7148857116699, "min": 288.7148857116699}}, "EndTime": 1614517812.612114, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517812.322918}

[02/28/2021 13:10:12 INFO 140707482310464] Final loss: -1.66346893527 (occurred at epoch 49)
[02/28/2021 13:10:12 INFO 140707482310464] #quality_metric: host=algo-1, train final_loss <loss>=-1.66346893527
[02/28/2021 13:10:12 WARNING 140707482310464] You are using large values for `context_length` and/or `prediction_length`. The following step may take some time. If the step crashes, use an instance with more memory or reduce these two parameters.
[02/28/2021 13:10:12 INFO 140707482310464] Worker algo-1 finished training.
[02/28/2021 13:10:12 WARNING 140707482310464] wait_for_all_workers will not sync workers since the kv store is not running distributed
[02/28/2021 13:10:12 INFO 140707482310464] All workers finished. Serializing model for prediction.
#metrics {"Metrics": {"get_graph.time": {"count": 1, "max": 36946.76613807678, "sum": 36946.76613807678, "min": 36946.76613807678}}, "EndTime": 1614517849.559436, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517812.612174}

[02/28/2021 13:10:50 INFO 140707482310464] Number of GPUs being used: 0
#metrics {"Metrics": {"finalize.time": {"count": 1, "max": 37935.10389328003, "sum": 37935.10389328003, "min": 37935.10389328003}}, "EndTime": 1614517850.547717, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517849.55952}

[02/28/2021 13:10:50 INFO 140707482310464] Serializing to /opt/ml/model/model_algo-1
[02/28/2021 13:10:50 INFO 140707482310464] Saved checkpoint to "/opt/ml/model/model_algo-1-0000.params"
#metrics {"Metrics": {"model.serialize.time": {"count": 1, "max": 146.86298370361328, "sum": 146.86298370361328, "min": 146.86298370361328}}, "EndTime": 1614517850.694703, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517850.547795}

[02/28/2021 13:10:50 INFO 140707482310464] Successfully serialized the model for prediction.
[02/28/2021 13:10:50 INFO 140707482310464] Evaluating model accuracy on testset using 100 samples
#metrics {"Metrics": {"model.bind.time": {"count": 1, "max": 0.03790855407714844, "sum": 0.03790855407714844, "min": 0.03790855407714844}}, "EndTime": 1614517850.695446, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517850.694772}

/opt/amazon/lib/python2.7/site-packages/numpy/ma/core.py:2785: UserWarning: Warning: converting a masked element to nan.
  order=order, subok=True, ndmin=ndmin)
#metrics {"Metrics": {"model.score.time": {"count": 1, "max": 2458.343029022217, "sum": 2458.343029022217, "min": 2458.343029022217}}, "EndTime": 1614517853.153752, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517850.695494}

[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, RMSE): 0.647006953479
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, mean_absolute_QuantileLoss): 17.716021343072256
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, mean_wQuantileLoss): 0.6982240132746015
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.1]): 0.1511079159063914
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.2]): 0.2971692980028862
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.3]): 0.43913349109398225
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.4]): 0.5776411462234078
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.5]): 0.7124897727890337
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.6]): 0.8439161456652524
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.7]): 0.9704443196957742
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.8]): 1.092644725935177
[02/28/2021 13:10:53 INFO 140707482310464] #test_score (algo-1, wQuantileLoss[0.9]): 1.1994693041595093
[02/28/2021 13:10:53 INFO 140707482310464] #quality_metric: host=algo-1, test mean_wQuantileLoss <loss>=0.698224013275
[02/28/2021 13:10:53 INFO 140707482310464] #quality_metric: host=algo-1, test RMSE <loss>=0.647006953479
#metrics {"Metrics": {"totaltime": {"count": 1, "max": 847244.7559833527, "sum": 847244.7559833527, "min": 847244.7559833527}, "setuptime": {"count": 1, "max": 12.434959411621094, "sum": 12.434959411621094, "min": 12.434959411621094}}, "EndTime": 1614517853.401062, "Dimensions": {"Host": "algo-1", "Operation": "training", "Algorithm": "AWS/DeepAR"}, "StartTime": 1614517853.153833}


2021-02-28 13:11:55 Uploading - Uploading generated training model
2021-02-28 13:12:15 Completed - Training job completed
Training seconds: 972
Billable seconds: 972
CPU times: user 2.72 s, sys: 116 ms, total: 2.84 s
Wall time: 19min 28s

Deploy and Create a Predictor

Now that we have trained a model, we can use it to perform predictions by deploying it to a predictor endpoint.

In [110]:
%%time

from sagemaker.serializers import JSONSerializer
from sagemaker.deserializers import JSONDeserializer


# create a predictor
predictor_deepar = regressor_deepar.deploy(
    initial_instance_count=1,
    instance_type="ml.m4.xlarge",
    serializer=JSONSerializer(),
    deserializer= JSONDeserializer()
)
---------------!CPU times: user 278 ms, sys: 11.5 ms, total: 290 ms
Wall time: 7min 32s
In [112]:
test_json = {
    "instances": [{"start": str(test["VALE3.SA"].date.values[0]) + " 00:00:00",
                  "target": []}],
    "configuration": {
        "num_samples":50,
        "output_types": ["mean"]
    }}
In [113]:
prediction_deepar = predictor_deepar.predict(test_json)
In [120]:
# Rescaling the restul
prediction_deepar = scaler.inverse_transform(np.array(prediction_deepar["predictions"][0]["mean"]).reshape(1,-1))
In [123]:
# RMSE
np.sqrt(mean_squared_error(y_test_rf, prediction_deepar))
Out[123]:
61.347012755889025
In [126]:
# MAE
mean_absolute_error(y_test_rf, prediction_deepar)
Out[126]:
61.181156138672506
In [190]:
prediction_deepar[0]
Out[190]:
array([23.64079313, 31.13222055, 34.73297058, 35.84298033, 34.62892122,
       34.4289676 , 33.62875974, 33.43265791, 33.30082245, 33.51086261,
       33.45596961, 33.40279165, 32.85560215, 32.72401007, 32.59037466,
       32.69640509, 32.92670609, 33.66230798, 32.72460157, 32.49776182,
       31.87984196, 31.64468732, 30.80544644, 30.30754913, 30.00240562,
       29.18505855, 30.00143772, 30.77469718])

Now we have a RMSE of 61.347012755889025 and a MAE of 61.181156138672506, we have some reference values to work with.

So, let's visualize this bahaviour in a line graph.

In [184]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
                   mode = 'lines',
                   name = 'Real Price')

trace2 = go.Scatter(x = X_test_rf.index, y = prediction_deepar[0],
                    mode = "lines",
                    name = "Predicted Price")

layout = go.Layout(title = "Real Price vs Predicted Price using AWS DeepAR-Forecasting ",
                   width = 1000, height = 600)

fig = go.Figure(data = [trace1, trace2], layout = layout)
fig.show()

d.3. LSTM Model with Tensor Flow

Again, as mentioned before, the purpose of this work is to explore SageMaker and AWS. So this model will be basic in its kernel, because in one hand a relative simple LSTM model can achieve good results and on the other hand we will work harder in every necessary step to get it working with all files and dependencies that a TF model takes to be implemented.

In [128]:
from sagemaker.tensorflow import TensorFlow
In [137]:
# Setting up the output path
output_path = "s3://{}/{}/output".format(bucket, prefix)


regressor_tf = TensorFlow(
    entry_point='train.py',
    #source_dir='source', # directory of your training script
    role=role,
    framework_version='2.3.0',
    model_dir = False,
    py_version='py37',
    instance_type='ml.c4.xlarge',
    instance_count=1,
    output_path=output_path,
    hyperparameters={
        'batch-size':32,
        'epochs':100})
In [138]:
regressor_tf.fit(paths["train"])
2021-02-28 13:37:24 Starting - Starting the training job...
2021-02-28 13:37:48 Starting - Launching requested ML instancesProfilerReport-1614519444: InProgress
......
2021-02-28 13:38:48 Starting - Preparing the instances for training......
2021-02-28 13:39:49 Downloading - Downloading input data...
2021-02-28 13:40:12 Training - Downloading the training image..
2021-02-28 13:40:50 Training - Training image download completed. Training in progress.2021-02-28 13:40:39,737 sagemaker-training-toolkit INFO     Imported framework sagemaker_tensorflow_container.training
2021-02-28 13:40:39,744 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2021-02-28 13:40:40,261 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2021-02-28 13:40:40,364 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2021-02-28 13:40:40,381 sagemaker-training-toolkit INFO     No GPUs detected (normal if no gpus installed)
2021-02-28 13:40:40,393 sagemaker-training-toolkit INFO     Invoking user script

Training Env:

{
    "additional_framework_parameters": {},
    "channel_input_dirs": {
        "training": "/opt/ml/input/data/training"
    },
    "current_host": "algo-1",
    "framework_module": "sagemaker_tensorflow_container.training:main",
    "hosts": [
        "algo-1"
    ],
    "hyperparameters": {
        "batch-size": 32,
        "epochs": 100
    },
    "input_config_dir": "/opt/ml/input/config",
    "input_data_config": {
        "training": {
            "TrainingInputMode": "File",
            "S3DistributionType": "FullyReplicated",
            "RecordWrapperType": "None"
        }
    },
    "input_dir": "/opt/ml/input",
    "is_master": true,
    "job_name": "tensorflow-training-2021-02-28-13-37-24-086",
    "log_level": 20,
    "master_hostname": "algo-1",
    "model_dir": "/opt/ml/model",
    "module_dir": "s3://sagemaker-us-east-1-623009174020/tensorflow-training-2021-02-28-13-37-24-086/source/sourcedir.tar.gz",
    "module_name": "train",
    "network_interface_name": "eth0",
    "num_cpus": 4,
    "num_gpus": 0,
    "output_data_dir": "/opt/ml/output/data",
    "output_dir": "/opt/ml/output",
    "output_intermediate_dir": "/opt/ml/output/intermediate",
    "resource_config": {
        "current_host": "algo-1",
        "hosts": [
            "algo-1"
        ],
        "network_interface_name": "eth0"
    },
    "user_entry_point": "train.py"
}

Environment variables:

SM_HOSTS=["algo-1"]
SM_NETWORK_INTERFACE_NAME=eth0
SM_HPS={"batch-size":32,"epochs":100}
SM_USER_ENTRY_POINT=train.py
SM_FRAMEWORK_PARAMS={}
SM_RESOURCE_CONFIG={"current_host":"algo-1","hosts":["algo-1"],"network_interface_name":"eth0"}
SM_INPUT_DATA_CONFIG={"training":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}}
SM_OUTPUT_DATA_DIR=/opt/ml/output/data
SM_CHANNELS=["training"]
SM_CURRENT_HOST=algo-1
SM_MODULE_NAME=train
SM_LOG_LEVEL=20
SM_FRAMEWORK_MODULE=sagemaker_tensorflow_container.training:main
SM_INPUT_DIR=/opt/ml/input
SM_INPUT_CONFIG_DIR=/opt/ml/input/config
SM_OUTPUT_DIR=/opt/ml/output
SM_NUM_CPUS=4
SM_NUM_GPUS=0
SM_MODEL_DIR=/opt/ml/model
SM_MODULE_DIR=s3://sagemaker-us-east-1-623009174020/tensorflow-training-2021-02-28-13-37-24-086/source/sourcedir.tar.gz
SM_TRAINING_ENV={"additional_framework_parameters":{},"channel_input_dirs":{"training":"/opt/ml/input/data/training"},"current_host":"algo-1","framework_module":"sagemaker_tensorflow_container.training:main","hosts":["algo-1"],"hyperparameters":{"batch-size":32,"epochs":100},"input_config_dir":"/opt/ml/input/config","input_data_config":{"training":{"RecordWrapperType":"None","S3DistributionType":"FullyReplicated","TrainingInputMode":"File"}},"input_dir":"/opt/ml/input","is_master":true,"job_name":"tensorflow-training-2021-02-28-13-37-24-086","log_level":20,"master_hostname":"algo-1","model_dir":"/opt/ml/model","module_dir":"s3://sagemaker-us-east-1-623009174020/tensorflow-training-2021-02-28-13-37-24-086/source/sourcedir.tar.gz","module_name":"train","network_interface_name":"eth0","num_cpus":4,"num_gpus":0,"output_data_dir":"/opt/ml/output/data","output_dir":"/opt/ml/output","output_intermediate_dir":"/opt/ml/output/intermediate","resource_config":{"current_host":"algo-1","hosts":["algo-1"],"network_interface_name":"eth0"},"user_entry_point":"train.py"}
SM_USER_ARGS=["--batch-size","32","--epochs","100"]
SM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate
SM_CHANNEL_TRAINING=/opt/ml/input/data/training
SM_HP_BATCH-SIZE=32
SM_HP_EPOCHS=100
PYTHONPATH=/opt/ml/code:/usr/local/bin:/usr/local/lib/python37.zip:/usr/local/lib/python3.7:/usr/local/lib/python3.7/lib-dynload:/usr/local/lib/python3.7/site-packages

Invoking script with the following command:

/usr/local/bin/python3.7 train.py --batch-size 32 --epochs 100


[2021-02-28 13:40:43.470 ip-10-2-242-162.ec2.internal:21 INFO json_config.py:90] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json.
[2021-02-28 13:40:43.471 ip-10-2-242-162.ec2.internal:21 INFO hook.py:193] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries.
[2021-02-28 13:40:43.471 ip-10-2-242-162.ec2.internal:21 INFO hook.py:238] Saving to /opt/ml/output/tensors
[2021-02-28 13:40:43.471 ip-10-2-242-162.ec2.internal:21 INFO state_store.py:67] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist.
[2021-02-28 13:40:43.630 ip-10-2-242-162.ec2.internal:21 INFO hook.py:398] Monitoring the collections: metrics, sm_metrics, losses
Epoch 1/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.1946#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.1228#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0943#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0772#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0636#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0571#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0527#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0488#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0448#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0409#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0386#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0368#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0353#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0339#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0323#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0310#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0299#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0287#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0277#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0272#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0262#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0254#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0251#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0251
Epoch 2/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0104#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0096#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0090#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0092#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0102#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0101#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0103#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0104#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0103#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0101#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0099#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0100#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0098#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 191ms/step - loss: 0.0097
Epoch 3/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0084#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0096#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0101#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0097#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0089#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0087#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0089#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0090#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0091#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0090#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0086#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0084#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0086#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0088#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0086#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0085#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0084#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0082#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0082#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0081#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0080#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 234ms/step - loss: 0.0080
Epoch 4/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 3s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 4s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 5s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 5s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 5s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 5s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 4s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0052#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0053#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 232ms/step - loss: 0.0053
Epoch 5/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0050
Epoch 6/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 179ms/step - loss: 0.0043
Epoch 7/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0045#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0050#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0051#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 180ms/step - loss: 0.0051
Epoch 8/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0066#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0054#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0049#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0047#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0038
Epoch 9/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0037
Epoch 10/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0037
Epoch 11/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0044#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0043#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0042#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0041#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0039#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0036#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0037#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 194ms/step - loss: 0.0038
Epoch 12/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0057#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0040#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 181ms/step - loss: 0.0034
Epoch 13/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0030
Epoch 14/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0030
Epoch 15/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0029
Epoch 16/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 208ms/step - loss: 0.0028
Epoch 17/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 4s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 4s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 237ms/step - loss: 0.0032
Epoch 18/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0026
Epoch 19/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0024
Epoch 20/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0034
Epoch 21/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0059#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0048#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0038#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0034#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0029
Epoch 22/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0033#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0031#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0026
Epoch 23/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0024
Epoch 24/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 193ms/step - loss: 0.0024
Epoch 25/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0021
Epoch 26/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 0.0022
Epoch 27/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0018
Epoch 28/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0018
Epoch 29/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0035#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 196ms/step - loss: 0.0019
Epoch 30/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 3s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 4s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 257ms/step - loss: 0.0019
Epoch 31/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0019
Epoch 32/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0019
Epoch 33/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0020
Epoch 34/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0017
Epoch 35/100
#015 1/23 [>.............................] - ETA: 0s - loss: 9.3247e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0022    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0019
Epoch 36/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0026#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0023
Epoch 37/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 198ms/step - loss: 0.0021
Epoch 38/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0046#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0030#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0028#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0018
Epoch 39/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0017
Epoch 40/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0015
Epoch 41/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0017
Epoch 42/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 193ms/step - loss: 0.0018
Epoch 43/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0032#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 3s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 4s - loss: 0.0027#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 241ms/step - loss: 0.0019
Epoch 44/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 197ms/step - loss: 0.0019
Epoch 45/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0018
Epoch 46/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0016
Epoch 47/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0015
Epoch 48/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0024#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0018
Epoch 49/100
#015 1/23 [>.............................] - ETA: 0s - loss: 9.4255e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015
Epoch 50/100
#015 1/23 [>.............................] - ETA: 0s - loss: 5.7902e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 196ms/step - loss: 0.0014
Epoch 51/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0025#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0023#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0022#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0015
Epoch 52/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0014
Epoch 53/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015
Epoch 54/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015
Epoch 55/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.3718e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0012    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 194ms/step - loss: 0.0016
Epoch 56/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 4s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 243ms/step - loss: 0.0014
Epoch 57/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.8001e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 194ms/step - loss: 0.0014
Epoch 58/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0015
Epoch 59/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 180ms/step - loss: 0.0014
Epoch 60/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 180ms/step - loss: 0.0014
Epoch 61/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0014
Epoch 62/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.8431e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 8.0965e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.3793e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0013
Epoch 63/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0013
Epoch 64/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 193ms/step - loss: 0.0014
Epoch 65/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0015
Epoch 66/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0014
Epoch 67/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0012
Epoch 68/100
#015 1/23 [>.............................] - ETA: 0s - loss: 3.2441e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 7.2807e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.7105e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 195ms/step - loss: 0.0012
Epoch 69/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.5082e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.2237e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 243ms/step - loss: 0.0012
Epoch 70/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.6652e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 199ms/step - loss: 0.0012
Epoch 71/100
#015 1/23 [>.............................] - ETA: 0s - loss: 6.9430e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0011    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0012
Epoch 72/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.6562e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.8984e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 0.0011
Epoch 73/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 183ms/step - loss: 0.0012
Epoch 74/100
#015 1/23 [>.............................] - ETA: 0s - loss: 7.8569e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 7.9359e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.2035e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 9.3544e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.9833e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.0057e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 195ms/step - loss: 0.0013
Epoch 75/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0014
Epoch 76/100
#015 1/23 [>.............................] - ETA: 0s - loss: 9.2929e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.5461e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.4545e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 9.4965e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0012    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0012
Epoch 77/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 197ms/step - loss: 0.0013
Epoch 78/100
#015 1/23 [>.............................] - ETA: 0s - loss: 6.3952e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0022    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 187ms/step - loss: 0.0013
Epoch 79/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0021#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 184ms/step - loss: 0.0013
Epoch 80/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0017#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 190ms/step - loss: 0.0013
Epoch 81/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.5388e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.8579e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.5416e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.1299e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.4524e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.2818e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.2220e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.1437e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.0393e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.8799e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 201ms/step - loss: 0.0011
Epoch 82/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.8180e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.0170e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 3s - loss: 7.0838e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 4s - loss: 6.9358e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 4s - loss: 7.1635e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 3s - loss: 9.5859e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 3s - loss: 9.2498e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 3s - loss: 8.9618e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 8.7029e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 9.5513e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 9.3098e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 3s - loss: 8.9283e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 9.2367e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 9.8353e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 1s - loss: 9.9309e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.9117e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.8405e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.9326e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 6s 251ms/step - loss: 9.9326e-04
Epoch 83/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.4237e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.2907e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 7.7920e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.5338e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.2432e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.1754e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.5992e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.8368e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.0671e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.1439e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.5524e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.3728e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.2211e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1836e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.4299e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.7227e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.5418e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.7896e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.5681e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.4180e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.6369e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.6752e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 200ms/step - loss: 9.6752e-04
Epoch 84/100
#015 1/23 [>.............................] - ETA: 0s - loss: 4.6772e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 7.0861e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 6.4514e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.0117e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.5867e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.5650e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.3321e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.9680e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0011    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 190ms/step - loss: 0.0011
Epoch 85/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.7072e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0017    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0012
Epoch 86/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0029#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0019#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 0.0012
Epoch 87/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 9.3739e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.3663e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.7385e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.2510e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.8403e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.9849e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.5272e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.8832e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 8.8879e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.2970e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.2515e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.2800e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.8129e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.8112e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.9543e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.7703e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.5792e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.5058e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.4669e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 9.4669e-04 - batch: 22.0000
Epoch 88/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0020#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.5943e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.1808e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.6285e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.9743e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.4339e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.9766e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.7293e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.0968e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.0125e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.8934e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1364e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 8.9904e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.7314e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.1827e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.1475e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.9659e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 8.9263e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.0701e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.3224e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 9.3224e-04
Epoch 89/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.6973e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.5817e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.0663e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.5983e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.4984e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.2854e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.2924e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 9.4464e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.5415e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.9502e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.6677e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.9009e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.8661e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 9.8661e-04
Epoch 90/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 8.6501e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.5521e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.4374e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.3273e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.6059e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.6125e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.8693e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.0035e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.1145e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.0758e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 9.0830e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 8.7542e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.8190e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1430e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.1050e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.9279e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 8.9486e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.0529e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.9183e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.0321e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.2812e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.3870e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 199ms/step - loss: 9.3870e-04
Epoch 91/100
#015 1/23 [>.............................] - ETA: 0s - loss: 9.5935e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 9.2307e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.4804e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.3467e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.3555e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.8996e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.7967e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.8312e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0012
Epoch 92/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0016#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0015#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0014#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 188ms/step - loss: 0.0010
Epoch 93/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0018#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 1s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.0937e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.2354e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.2269e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.8096e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.3061e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 8.5235e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 8.6982e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.2241e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 8.8647e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.0394e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.1528e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.9875e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 0.0011
Epoch 94/100
#015 1/23 [>.............................] - ETA: 0s - loss: 6.7099e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0012    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.6433e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.8856e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.3782e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 9.2806e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.2957e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.1928e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.0916e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.0112e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.8796e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 8.7137e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 8.5657e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.9892e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 8.9571e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 8.9635e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 8.9356e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 211ms/step - loss: 8.9356e-04
Epoch 95/100
#015 1/23 [>.............................] - ETA: 0s - loss: 5.7649e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 8.6767e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.0485e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 3s - loss: 7.8027e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 3s - loss: 8.0645e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 4s - loss: 8.2317e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 4s - loss: 7.7719e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 4s - loss: 8.2435e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 3s - loss: 8.5422e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 3s - loss: 8.3261e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 3s - loss: 8.3463e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 2s - loss: 8.3009e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 2s - loss: 8.5618e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 2s - loss: 8.4555e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 2s - loss: 8.1619e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 7.9619e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 8.3006e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 1s - loss: 8.2128e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 8.3522e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 8.6836e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 8.6435e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 8.4622e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 8.4447e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 233ms/step - loss: 8.4447e-04
Epoch 96/100
#015 1/23 [>.............................] - ETA: 0s - loss: 8.4091e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 7.1482e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 6.7369e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 7.2082e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.4906e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.5549e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.2794e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.2479e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.1154e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.1847e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.0480e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 8.9996e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.6270e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.4325e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.4293e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.1529e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.5891e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.4456e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.5115e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.4029e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.4009e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.3687e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 5s 197ms/step - loss: 9.3687e-04
Epoch 97/100
#015 1/23 [>.............................] - ETA: 0s - loss: 3.9670e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 6.8404e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 7.7980e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 8.3723e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.9120e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.1246e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.6852e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.4736e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.7578e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.1155e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.0236e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 8.9491e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.1248e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 8.9410e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.3093e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.9205e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.9909e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 185ms/step - loss: 9.9909e-04
Epoch 98/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.4858e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0015    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0013#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 9.9364e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 9.8640e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 9.4940e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 9.5995e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.5152e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.3014e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 8.9631e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.4525e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.2181e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.3573e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.5785e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.4430e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.2401e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.2296e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 9.1600e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 9.1469e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 9.8011e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 9.7897e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 186ms/step - loss: 9.7897e-04
Epoch 99/100
#015 1/23 [>.............................] - ETA: 0s - loss: 5.9962e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 0.0010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 9.1712e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 8.5607e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 8.7441e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 8.3891e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 8.5718e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 8.4822e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 9.4174e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 9.3808e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 9.4164e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 9.5562e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 9.4434e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 9.6427e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 9.7221e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 9.5270e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 9.4726e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 9.8374e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 182ms/step - loss: 0.0011
Epoch 100/100
#015 1/23 [>.............................] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 2/23 [=>............................] - ETA: 2s - loss: 9.2046e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 3/23 [==>...........................] - ETA: 2s - loss: 8.4779e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 4/23 [====>.........................] - ETA: 2s - loss: 0.0010    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 5/23 [=====>........................] - ETA: 2s - loss: 9.3102e-04#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 6/23 [======>.......................] - ETA: 2s - loss: 0.0012    #010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 7/23 [========>.....................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 8/23 [=========>....................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#015 9/23 [==========>...................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01510/23 [============>.................] - ETA: 2s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01511/23 [=============>................] - ETA: 2s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01512/23 [==============>...............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01513/23 [===============>..............] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01514/23 [=================>............] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01515/23 [==================>...........] - ETA: 1s - loss: 0.0012#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01516/23 [===================>..........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01517/23 [=====================>........] - ETA: 1s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01518/23 [======================>.......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01519/23 [=======================>......] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01520/23 [=========================>....] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01521/23 [==========================>...] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01522/23 [===========================>..] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - ETA: 0s - loss: 0.0011#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#010#01523/23 [==============================] - 4s 181ms/step - loss: 0.0011
2021-02-28 13:48:45,350 sagemaker-training-toolkit INFO     Reporting training SUCCESS

2021-02-28 13:48:57 Uploading - Uploading generated training model
2021-02-28 13:48:57 Completed - Training job completed
Training seconds: 554
Billable seconds: 554
In [139]:
predictor_tf = regressor_tf.deploy(initial_instance_count=1, instance_type="ml.m4.xlarge")
update_endpoint is a no-op in sagemaker>=2.
See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.
-------------!

In order to make predictions, we need first prepare the data with its lags.

In [140]:
train_input_tf = train["VALE3.SA"].adjclose.values.reshape(-1,1)
test_input_tf = test["VALE3.SA"].adjclose.values.reshape(-1,1)
In [151]:
df_volume = np.vstack((train_input_tf, test_input_tf))
window = 30 # number of lags

inputs = df_volume[df_volume.shape[0] - test_input_tf.shape[0] - window:]
inputs = inputs.reshape(-1, 1)

prediciton_lengh = df_volume.shape[0] - train_input_tf.shape[0] + window

X_test = []

for i in range(window, prediciton_lengh):
    X_test_reshaped = np.reshape(inputs[i-window:i], (window, 1))
    X_test.append(X_test_reshaped)

X_test = np.stack(X_test)
In [178]:
# Making predictions
prediction_tf = np.array(predictor_tf.predict(X_test)["predictions"])
# Scaling the predictions back
prediction_tf = scaler.inverse_transform(prediction_tf).flatten()
In [180]:
# RMSE
np.sqrt(mean_squared_error(y_test_rf[0], prediction_tf))
Out[180]:
3.9299166145871602
In [181]:
# MAE
mean_absolute_error(y_test_rf[0], prediction_tf)
Out[181]:
3.3107067356002284
In [183]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
                   mode = 'lines',
                   name = 'Real Price')

trace2 = go.Scatter(x = X_test_rf.index, y = prediction_tf,
                   mode = "lines",
                   name = "Predicted Price")

layout = go.Layout(title = "Real Price vs Predicted Price using LSTM with Tensor Flow",
                   width = 1000, height = 600)

fig = go.Figure(data = [trace1, trace2], layout = layout)
fig.show()

With the result for the 3 models as well its scores, we can move forward and explore the result a bit.

e. Results

In [200]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
                   mode = 'lines',
                   name = 'Real Price')

trace2 = go.Scatter(x = X_test_rf.index, y = prediction_rf[0],
                   mode = "lines",
                   name = "Predicted Price RF")

trace3 = go.Scatter(x = X_test_rf.index, y = prediction_deepar[0],
                   mode = "lines",
                   name = "Predicted Price DeepAR")

trace4 = go.Scatter(x = X_test_rf.index, y = prediction_tf,
                   mode = "lines",
                   name = "Predicted Price LSTM")

layout = go.Layout(title = "Comparing the Results of Models with the eal Price",
                   width = 1000, height = 600)

fig = go.Figure(data = [trace1, trace2, trace4, trace3], layout = layout)
fig.show()
In [202]:
trace1 = go.Scatter(x = X_test_rf.index, y = y_test_rf[0],
                   mode = 'lines',
                   name = 'Real Price')

trace2 = go.Scatter(x = X_test_rf.index, y = prediction_rf[0],
                   mode = "lines",
                   name = "Predicted Price RF")


trace3 = go.Scatter(x = X_test_rf.index, y = prediction_tf,
                   mode = "lines",
                   name = "Predicted Price LSTM")

layout = go.Layout(title = "Comparing the Results of Random Forest and LSTM models with the Real Price",
                   width = 1000, height = 600)

fig = go.Figure(data = [trace1, trace2, trace3], layout = layout)
fig.show()
In [ ]: